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AhmedOmarEissa Final edits :)

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Sep 21, 2020

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	content: "\e197";
	}
	.glyphicon-cloud-upload:before {
	content: "\e198";
	}
	.glyphicon-tree-conifer:before {
	content: "\e199";
	}
	.glyphicon-tree-deciduous:before {
	content: "\e200";
	}
	.glyphicon-cd:before {
	content: "\e201";
	}
	.glyphicon-save-file:before {
	content: "\e202";
	}
	.glyphicon-open-file:before {
	content: "\e203";
	}
	.glyphicon-level-up:before {
	content: "\e204";
	}
	.glyphicon-copy:before {
	content: "\e205";
	}
	.glyphicon-paste:before {
	content: "\e206";
	}
	.glyphicon-alert:before {
	content: "\e209";
	}
	.glyphicon-equalizer:before {
	content: "\e210";
	}
	.glyphicon-king:before {
	content: "\e211";
	}
	.glyphicon-queen:before {
	content: "\e212";
	}
	.glyphicon-pawn:before {
	content: "\e213";
	}
	.glyphicon-bishop:before {
	content: "\e214";
	}
	.glyphicon-knight:before {
	content: "\e215";
	}
	.glyphicon-baby-formula:before {
	content: "\e216";
	}
	.glyphicon-tent:before {
	content: "\26fa";
	}
	.glyphicon-blackboard:before {
	content: "\e218";
	}
	.glyphicon-bed:before {
	content: "\e219";
	}
	.glyphicon-apple:before {
	content: "\f8ff";
	}
	.glyphicon-erase:before {
	content: "\e221";
	}
	.glyphicon-hourglass:before {
	content: "\231b";
	}
	.glyphicon-lamp:before {
	content: "\e223";
	}
	.glyphicon-duplicate:before {
	content: "\e224";
	}
	.glyphicon-piggy-bank:before {
	content: "\e225";
	}
	.glyphicon-scissors:before {
	content: "\e226";
	}
	.glyphicon-bitcoin:before {
	content: "\e227";
	}
	.glyphicon-btc:before {
	content: "\e227";
	}
	.glyphicon-xbt:before {
	content: "\e227";
	}
	.glyphicon-yen:before {
	content: "\00a5";
	}
	.glyphicon-jpy:before {
	content: "\00a5";
	}
	.glyphicon-ruble:before {
	content: "\20bd";
	}
	.glyphicon-rub:before {
	content: "\20bd";
	}
	.glyphicon-scale:before {
	content: "\e230";
	}
	.glyphicon-ice-lolly:before {
	content: "\e231";
	}
	.glyphicon-ice-lolly-tasted:before {
	content: "\e232";
	}
	.glyphicon-education:before {
	content: "\e233";
	}
	.glyphicon-option-horizontal:before {
	content: "\e234";
	}
	.glyphicon-option-vertical:before {
	content: "\e235";
	}
	.glyphicon-menu-hamburger:before {
	content: "\e236";
	}
	.glyphicon-modal-window:before {
	content: "\e237";
	}
	.glyphicon-oil:before {
	content: "\e238";
	}
	.glyphicon-grain:before {
	content: "\e239";
	}
	.glyphicon-sunglasses:before {
	content: "\e240";
	}
	.glyphicon-text-size:before {
	content: "\e241";
	}
	.glyphicon-text-color:before {
	content: "\e242";
	}
	.glyphicon-text-background:before {
	content: "\e243";
	}
	.glyphicon-object-align-top:before {
	content: "\e244";
	}
	.glyphicon-object-align-bottom:before {
	content: "\e245";
	}
	.glyphicon-object-align-horizontal:before {
	content: "\e246";
	}
	.glyphicon-object-align-left:before {
	content: "\e247";
	}
	.glyphicon-object-align-vertical:before {
	content: "\e248";
	}
	.glyphicon-object-align-right:before {
	content: "\e249";
	}
	.glyphicon-triangle-right:before {
	content: "\e250";
	}
	.glyphicon-triangle-left:before {
	content: "\e251";
	}
	.glyphicon-triangle-bottom:before {
	content: "\e252";
	}
	.glyphicon-triangle-top:before {
	content: "\e253";
	}
	.glyphicon-console:before {
	content: "\e254";
	}
	.glyphicon-superscript:before {
	content: "\e255";
	}
	.glyphicon-subscript:before {
	content: "\e256";
	}
	.glyphicon-menu-left:before {
	content: "\e257";
	}
	.glyphicon-menu-right:before {
	content: "\e258";
	}
	.glyphicon-menu-down:before {
	content: "\e259";
	}
	.glyphicon-menu-up:before {
	content: "\e260";
	}
	* {
	-webkit-box-sizing: border-box;
	-moz-box-sizing: border-box;
	box-sizing: border-box;
	}
	*:before,
	*:after {
	-webkit-box-sizing: border-box;
	-moz-box-sizing: border-box;
	box-sizing: border-box;
	}
	html {
	font-size: 10px;
	-webkit-tap-highlight-color: rgba(0, 0, 0, 0);
	}
	body {
	font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
	font-size: 13px;
	line-height: 1.42857143;
	color: #000;
	background-color: #fff;
	}
	input,
	button,
	select,
	textarea {
	font-family: inherit;
	font-size: inherit;
	line-height: inherit;
	}
	a {
	color: #337ab7;
	text-decoration: none;
	}
	a:hover,
	a:focus {
	color: #23527c;
	text-decoration: underline;
	}
	a:focus {
	outline: 5px auto -webkit-focus-ring-color;
	outline-offset: -2px;
	}
	figure {
	margin: 0;
	}
	img {
	vertical-align: middle;
	}
	.img-responsive,
	.thumbnail > img,
	.thumbnail a > img,
	.carousel-inner > .item > img,
	.carousel-inner > .item > a > img {
	display: block;
	max-width: 100%;
	height: auto;
	}
	.img-rounded {
	border-radius: 3px;
	}
	.img-thumbnail {
	padding: 4px;
	line-height: 1.42857143;
	background-color: #fff;
	border: 1px solid #ddd;
	border-radius: 2px;
	-webkit-transition: all 0.2s ease-in-out;
	-o-transition: all 0.2s ease-in-out;
	transition: all 0.2s ease-in-out;
	display: inline-block;
	max-width: 100%;
	height: auto;
	}
	.img-circle {
	border-radius: 50%;
	}
	hr {
	margin-top: 18px;
	margin-bottom: 18px;
	border: 0;
	border-top: 1px solid #eeeeee;
	}
	.sr-only {
	position: absolute;
	width: 1px;
	height: 1px;
	margin: -1px;
	padding: 0;
	overflow: hidden;
	clip: rect(0, 0, 0, 0);
	border: 0;
	}
	.sr-only-focusable:active,
	.sr-only-focusable:focus {
	position: static;
	width: auto;
	height: auto;
	margin: 0;
	overflow: visible;
	clip: auto;
	}
	[role="button"] {
	cursor: pointer;
	}
	h1,
	h2,
	h3,
	h4,
	h5,
	h6,
	.h1,
	.h2,
	.h3,
	.h4,
	.h5,
	.h6 {
	font-family: inherit;
	font-weight: 500;
	line-height: 1.1;
	color: inherit;
	}
	h1 small,
	h2 small,
	h3 small,
	h4 small,
	h5 small,
	h6 small,
	.h1 small,
	.h2 small,
	.h3 small,
	.h4 small,
	.h5 small,
	.h6 small,
	h1 .small,
	h2 .small,
	h3 .small,
	h4 .small,
	h5 .small,
	h6 .small,
	.h1 .small,
	.h2 .small,
	.h3 .small,
	.h4 .small,
	.h5 .small,
	.h6 .small {
	font-weight: normal;
	line-height: 1;
	color: #777777;
	}
	h1,
	.h1,
	h2,
	.h2,
	h3,
	.h3 {
	margin-top: 18px;
	margin-bottom: 9px;
	}
	h1 small,
	.h1 small,
	h2 small,
	.h2 small,
	h3 small,
	.h3 small,
	h1 .small,
	.h1 .small,
	h2 .small,
	.h2 .small,
	h3 .small,
	.h3 .small {
	font-size: 65%;
	}
	h4,
	.h4,
	h5,
	.h5,
	h6,
	.h6 {
	margin-top: 9px;
	margin-bottom: 9px;
	}
	h4 small,
	.h4 small,
	h5 small,
	.h5 small,
	h6 small,
	.h6 small,
	h4 .small,
	.h4 .small,
	h5 .small,
	.h5 .small,
	h6 .small,
	.h6 .small {
	font-size: 75%;
	}
	h1,
	.h1 {
	font-size: 33px;
	}
	h2,
	.h2 {
	font-size: 27px;
	}
	h3,
	.h3 {
	font-size: 23px;
	}
	h4,
	.h4 {
	font-size: 17px;
	}
	h5,
	.h5 {
	font-size: 13px;
	}
	h6,
	.h6 {
	font-size: 12px;
	}
	p {
	margin: 0 0 9px;
	}
	.lead {
	margin-bottom: 18px;
	font-size: 14px;
	font-weight: 300;
	line-height: 1.4;
	}
	@media (min-width: 768px) {
	.lead {
	font-size: 19.5px;
	}
	}
	small,
	.small {
	font-size: 92%;
	}
	mark,
	.mark {
	background-color: #fcf8e3;
	padding: .2em;
	}
	.text-left {
	text-align: left;
	}
	.text-right {
	text-align: right;
	}
	.text-center {
	text-align: center;
	}
	.text-justify {
	text-align: justify;
	}
	.text-nowrap {
	white-space: nowrap;
	}
	.text-lowercase {
	text-transform: lowercase;
	}
	.text-uppercase {
	text-transform: uppercase;
	}
	.text-capitalize {
	text-transform: capitalize;
	}
	.text-muted {
	color: #777777;
	}
	.text-primary {
	color: #337ab7;
	}
	a.text-primary:hover,
	a.text-primary:focus {
	color: #286090;
	}
	.text-success {
	color: #3c763d;
	}
	a.text-success:hover,
	a.text-success:focus {
	color: #2b542c;
	}
	.text-info {
	color: #31708f;
	}
	a.text-info:hover,
	a.text-info:focus {
	color: #245269;
	}
	.text-warning {
	color: #8a6d3b;
	}
	a.text-warning:hover,
	a.text-warning:focus {
	color: #66512c;
	}
	.text-danger {
	color: #a94442;
	}
	a.text-danger:hover,
	a.text-danger:focus {
	color: #843534;
	}
	.bg-primary {
	color: #fff;
	background-color: #337ab7;
	}
	a.bg-primary:hover,
	a.bg-primary:focus {
	background-color: #286090;
	}
	.bg-success {
	background-color: #dff0d8;
	}
	a.bg-success:hover,
	a.bg-success:focus {
	background-color: #c1e2b3;
	}
	.bg-info {
	background-color: #d9edf7;
	}
	a.bg-info:hover,
	a.bg-info:focus {
	background-color: #afd9ee;
	}
	.bg-warning {
	background-color: #fcf8e3;
	}
	a.bg-warning:hover,
	a.bg-warning:focus {
	background-color: #f7ecb5;
	}
	.bg-danger {
	background-color: #f2dede;
	}
	a.bg-danger:hover,
	a.bg-danger:focus {
	background-color: #e4b9b9;
	}
	.page-header {
	padding-bottom: 8px;
	margin: 36px 0 18px;
	border-bottom: 1px solid #eeeeee;
	}
	ul,
	ol {
	margin-top: 0;
	margin-bottom: 9px;
	}
	ul ul,
	ol ul,
	ul ol,
	ol ol {
	margin-bottom: 0;
	}
	.list-unstyled {
	padding-left: 0;
	list-style: none;
	}
	.list-inline {
	padding-left: 0;
	list-style: none;
	margin-left: -5px;
	}
	.list-inline > li {
	display: inline-block;
	padding-left: 5px;
	padding-right: 5px;
	}
	dl {
	margin-top: 0;
	margin-bottom: 18px;
	}
	dt,
	dd {
	line-height: 1.42857143;
	}
	dt {
	font-weight: bold;
	}
	dd {
	margin-left: 0;
	}
	@media (min-width: 541px) {
	.dl-horizontal dt {
	float: left;
	width: 160px;
	clear: left;
	text-align: right;
	overflow: hidden;
	text-overflow: ellipsis;
	white-space: nowrap;
	}
	.dl-horizontal dd {
	margin-left: 180px;
	}
	}
	abbr[title],
	abbr[data-original-title] {
	cursor: help;
	border-bottom: 1px dotted #777777;
	}
	.initialism {
	font-size: 90%;
	text-transform: uppercase;
	}
	blockquote {
	padding: 9px 18px;
	margin: 0 0 18px;
	font-size: inherit;
	border-left: 5px solid #eeeeee;
	}
	blockquote p:last-child,
	blockquote ul:last-child,
	blockquote ol:last-child {
	margin-bottom: 0;
	}
	blockquote footer,
	blockquote small,
	blockquote .small {
	display: block;
	font-size: 80%;
	line-height: 1.42857143;
	color: #777777;
	}
	blockquote footer:before,
	blockquote small:before,
	blockquote .small:before {
	content: '\2014 \00A0';
	}
	.blockquote-reverse,
	blockquote.pull-right {
	padding-right: 15px;
	padding-left: 0;
	border-right: 5px solid #eeeeee;
	border-left: 0;
	text-align: right;
	}
	.blockquote-reverse footer:before,
	blockquote.pull-right footer:before,
	.blockquote-reverse small:before,
	blockquote.pull-right small:before,
	.blockquote-reverse .small:before,
	blockquote.pull-right .small:before {
	content: '';
	}
	.blockquote-reverse footer:after,
	blockquote.pull-right footer:after,
	.blockquote-reverse small:after,
	blockquote.pull-right small:after,
	.blockquote-reverse .small:after,
	blockquote.pull-right .small:after {
	content: '\00A0 \2014';
	}
	address {
	margin-bottom: 18px;
	font-style: normal;
	line-height: 1.42857143;
	}
	code,
	kbd,
	pre,
	samp {
	font-family: monospace;
	}
	code {
	padding: 2px 4px;
	font-size: 90%;
	color: #c7254e;
	background-color: #f9f2f4;
	border-radius: 2px;
	}
	kbd {
	padding: 2px 4px;
	font-size: 90%;
	color: #888;
	background-color: transparent;
	border-radius: 1px;
	box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
	}
	kbd kbd {
	padding: 0;
	font-size: 100%;
	font-weight: bold;
	box-shadow: none;
	}
	pre {
	display: block;
	padding: 8.5px;
	margin: 0 0 9px;
	font-size: 12px;
	line-height: 1.42857143;
	word-break: break-all;
	word-wrap: break-word;
	color: #333333;
	background-color: #f5f5f5;
	border: 1px solid #ccc;
	border-radius: 2px;
	}
	pre code {
	padding: 0;
	font-size: inherit;
	color: inherit;
	white-space: pre-wrap;
	background-color: transparent;
	border-radius: 0;
	}
	.pre-scrollable {
	max-height: 340px;
	overflow-y: scroll;
	}
	.container {
	margin-right: auto;
	margin-left: auto;
	padding-left: 0px;
	padding-right: 0px;
	}
	@media (min-width: 768px) {
	.container {
	width: 768px;
	}
	}
	@media (min-width: 992px) {
	.container {
	width: 940px;
	}
	}
	@media (min-width: 1200px) {
	.container {
	width: 1140px;
	}
	}
	.container-fluid {
	margin-right: auto;
	margin-left: auto;
	padding-left: 0px;
	padding-right: 0px;
	}
	.row {
	margin-left: 0px;
	margin-right: 0px;
	}
	.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
	position: relative;
	min-height: 1px;
	padding-left: 0px;
	padding-right: 0px;
	}
	.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
	float: left;
	}
	.col-xs-12 {
	width: 100%;
	}
	.col-xs-11 {
	width: 91.66666667%;
	}
	.col-xs-10 {
	width: 83.33333333%;
	}
	.col-xs-9 {
	width: 75%;
	}
	.col-xs-8 {
	width: 66.66666667%;
	}
	.col-xs-7 {
	width: 58.33333333%;
	}
	.col-xs-6 {
	width: 50%;
	}
	.col-xs-5 {
	width: 41.66666667%;
	}
	.col-xs-4 {
	width: 33.33333333%;
	}
	.col-xs-3 {
	width: 25%;
	}
	.col-xs-2 {
	width: 16.66666667%;
	}
	.col-xs-1 {
	width: 8.33333333%;
	}
	.col-xs-pull-12 {
	right: 100%;
	}
	.col-xs-pull-11 {
	right: 91.66666667%;
	}
	.col-xs-pull-10 {
	right: 83.33333333%;
	}
	.col-xs-pull-9 {
	right: 75%;
	}
	.col-xs-pull-8 {
	right: 66.66666667%;
	}
	.col-xs-pull-7 {
	right: 58.33333333%;
	}
	.col-xs-pull-6 {
	right: 50%;
	}
	.col-xs-pull-5 {
	right: 41.66666667%;
	}
	.col-xs-pull-4 {
	right: 33.33333333%;
	}
	.col-xs-pull-3 {
	right: 25%;
	}
	.col-xs-pull-2 {
	right: 16.66666667%;
	}
	.col-xs-pull-1 {
	right: 8.33333333%;
	}
	.col-xs-pull-0 {
	right: auto;
	}
	.col-xs-push-12 {
	left: 100%;
	}
	.col-xs-push-11 {
	left: 91.66666667%;
	}
	.col-xs-push-10 {
	left: 83.33333333%;
	}
	.col-xs-push-9 {
	left: 75%;
	}
	.col-xs-push-8 {
	left: 66.66666667%;
	}
	.col-xs-push-7 {
	left: 58.33333333%;
	}
	.col-xs-push-6 {
	left: 50%;
	}
	.col-xs-push-5 {
	left: 41.66666667%;
	}
	.col-xs-push-4 {
	left: 33.33333333%;
	}
	.col-xs-push-3 {
	left: 25%;
	}
	.col-xs-push-2 {
	left: 16.66666667%;
	}
	.col-xs-push-1 {
	left: 8.33333333%;
	}
	.col-xs-push-0 {
	left: auto;
	}
	.col-xs-offset-12 {
	margin-left: 100%;
	}
	.col-xs-offset-11 {
	margin-left: 91.66666667%;
	}
	.col-xs-offset-10 {
	margin-left: 83.33333333%;
	}
	.col-xs-offset-9 {
	margin-left: 75%;
	}
	.col-xs-offset-8 {
	margin-left: 66.66666667%;
	}
	.col-xs-offset-7 {
	margin-left: 58.33333333%;
	}
	.col-xs-offset-6 {
	margin-left: 50%;
	}
	.col-xs-offset-5 {
	margin-left: 41.66666667%;
	}
	.col-xs-offset-4 {
	margin-left: 33.33333333%;
	}
	.col-xs-offset-3 {
	margin-left: 25%;
	}
	.col-xs-offset-2 {
	margin-left: 16.66666667%;
	}
	.col-xs-offset-1 {
	margin-left: 8.33333333%;
	}
	.col-xs-offset-0 {
	margin-left: 0%;
	}
	@media (min-width: 768px) {
	.col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
	float: left;
	}
	.col-sm-12 {
	width: 100%;
	}
	.col-sm-11 {
	width: 91.66666667%;
	}
	.col-sm-10 {
	width: 83.33333333%;
	}
	.col-sm-9 {
	width: 75%;
	}
	.col-sm-8 {
	width: 66.66666667%;
	}
	.col-sm-7 {
	width: 58.33333333%;
	}
	.col-sm-6 {
	width: 50%;
	}
	.col-sm-5 {
	width: 41.66666667%;
	}
	.col-sm-4 {
	width: 33.33333333%;
	}
	.col-sm-3 {
	width: 25%;
	}
	.col-sm-2 {
	width: 16.66666667%;
	}
	.col-sm-1 {
	width: 8.33333333%;
	}
	.col-sm-pull-12 {
	right: 100%;
	}
	.col-sm-pull-11 {
	right: 91.66666667%;
	}
	.col-sm-pull-10 {
	right: 83.33333333%;
	}
	.col-sm-pull-9 {
	right: 75%;
	}
	.col-sm-pull-8 {
	right: 66.66666667%;
	}
	.col-sm-pull-7 {
	right: 58.33333333%;
	}
	.col-sm-pull-6 {
	right: 50%;
	}
	.col-sm-pull-5 {
	right: 41.66666667%;
	}
	.col-sm-pull-4 {
	right: 33.33333333%;
	}
	.col-sm-pull-3 {
	right: 25%;
	}
	.col-sm-pull-2 {
	right: 16.66666667%;
	}
	.col-sm-pull-1 {
	right: 8.33333333%;
	}
	.col-sm-pull-0 {
	right: auto;
	}
	.col-sm-push-12 {
	left: 100%;
	}
	.col-sm-push-11 {
	left: 91.66666667%;
	}
	.col-sm-push-10 {
	left: 83.33333333%;
	}
	.col-sm-push-9 {
	left: 75%;
	}
	.col-sm-push-8 {
	left: 66.66666667%;
	}
	.col-sm-push-7 {
	left: 58.33333333%;
	}
	.col-sm-push-6 {
	left: 50%;
	}
	.col-sm-push-5 {
	left: 41.66666667%;
	}
	.col-sm-push-4 {
	left: 33.33333333%;
	}
	.col-sm-push-3 {
	left: 25%;
	}
	.col-sm-push-2 {
	left: 16.66666667%;
	}
	.col-sm-push-1 {
	left: 8.33333333%;
	}
	.col-sm-push-0 {
	left: auto;
	}
	.col-sm-offset-12 {
	margin-left: 100%;
	}
	.col-sm-offset-11 {
	margin-left: 91.66666667%;
	}
	.col-sm-offset-10 {
	margin-left: 83.33333333%;
	}
	.col-sm-offset-9 {
	margin-left: 75%;
	}
	.col-sm-offset-8 {
	margin-left: 66.66666667%;
	}
	.col-sm-offset-7 {
	margin-left: 58.33333333%;
	}
	.col-sm-offset-6 {
	margin-left: 50%;
	}
	.col-sm-offset-5 {
	margin-left: 41.66666667%;
	}
	.col-sm-offset-4 {
	margin-left: 33.33333333%;
	}
	.col-sm-offset-3 {
	margin-left: 25%;
	}
	.col-sm-offset-2 {
	margin-left: 16.66666667%;
	}
	.col-sm-offset-1 {
	margin-left: 8.33333333%;
	}
	.col-sm-offset-0 {
	margin-left: 0%;
	}
	}
	@media (min-width: 992px) {
	.col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
	float: left;
	}
	.col-md-12 {
	width: 100%;
	}
	.col-md-11 {
	width: 91.66666667%;
	}
	.col-md-10 {
	width: 83.33333333%;
	}
	.col-md-9 {
	width: 75%;
	}
	.col-md-8 {
	width: 66.66666667%;
	}
	.col-md-7 {
	width: 58.33333333%;
	}
	.col-md-6 {
	width: 50%;
	}
	.col-md-5 {
	width: 41.66666667%;
	}
	.col-md-4 {
	width: 33.33333333%;
	}
	.col-md-3 {
	width: 25%;
	}
	.col-md-2 {
	width: 16.66666667%;
	}
	.col-md-1 {
	width: 8.33333333%;
	}
	.col-md-pull-12 {
	right: 100%;
	}
	.col-md-pull-11 {
	right: 91.66666667%;
	}
	.col-md-pull-10 {
	right: 83.33333333%;
	}
	.col-md-pull-9 {
	right: 75%;
	}
	.col-md-pull-8 {
	right: 66.66666667%;
	}
	.col-md-pull-7 {
	right: 58.33333333%;
	}
	.col-md-pull-6 {
	right: 50%;
	}
	.col-md-pull-5 {
	right: 41.66666667%;
	}
	.col-md-pull-4 {
	right: 33.33333333%;
	}
	.col-md-pull-3 {
	right: 25%;
	}
	.col-md-pull-2 {
	right: 16.66666667%;
	}
	.col-md-pull-1 {
	right: 8.33333333%;
	}
	.col-md-pull-0 {
	right: auto;
	}
	.col-md-push-12 {
	left: 100%;
	}
	.col-md-push-11 {
	left: 91.66666667%;
	}
	.col-md-push-10 {
	left: 83.33333333%;
	}
	.col-md-push-9 {
	left: 75%;
	}
	.col-md-push-8 {
	left: 66.66666667%;
	}
	.col-md-push-7 {
	left: 58.33333333%;
	}
	.col-md-push-6 {
	left: 50%;
	}
	.col-md-push-5 {
	left: 41.66666667%;
	}
	.col-md-push-4 {
	left: 33.33333333%;
	}
	.col-md-push-3 {
	left: 25%;
	}
	.col-md-push-2 {
	left: 16.66666667%;
	}
	.col-md-push-1 {
	left: 8.33333333%;
	}
	.col-md-push-0 {
	left: auto;
	}
	.col-md-offset-12 {
	margin-left: 100%;
	}
	.col-md-offset-11 {
	margin-left: 91.66666667%;
	}
	.col-md-offset-10 {
	margin-left: 83.33333333%;
	}
	.col-md-offset-9 {
	margin-left: 75%;
	}
	.col-md-offset-8 {
	margin-left: 66.66666667%;
	}
	.col-md-offset-7 {
	margin-left: 58.33333333%;
	}
	.col-md-offset-6 {
	margin-left: 50%;
	}
	.col-md-offset-5 {
	margin-left: 41.66666667%;
	}
	.col-md-offset-4 {
	margin-left: 33.33333333%;
	}
	.col-md-offset-3 {
	margin-left: 25%;
	}
	.col-md-offset-2 {
	margin-left: 16.66666667%;
	}
	.col-md-offset-1 {
	margin-left: 8.33333333%;
	}
	.col-md-offset-0 {
	margin-left: 0%;
	}
	}
	@media (min-width: 1200px) {
	.col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
	float: left;
	}
	.col-lg-12 {
	width: 100%;
	}
	.col-lg-11 {
	width: 91.66666667%;
	}
	.col-lg-10 {
	width: 83.33333333%;
	}
	.col-lg-9 {
	width: 75%;
	}
	.col-lg-8 {
	width: 66.66666667%;
	}
	.col-lg-7 {
	width: 58.33333333%;
	}
	.col-lg-6 {
	width: 50%;
	}
	.col-lg-5 {
	width: 41.66666667%;
	}
	.col-lg-4 {
	width: 33.33333333%;
	}
	.col-lg-3 {
	width: 25%;
	}
	.col-lg-2 {
	width: 16.66666667%;
	}
	.col-lg-1 {
	width: 8.33333333%;
	}
	.col-lg-pull-12 {
	right: 100%;
	}
	.col-lg-pull-11 {
	right: 91.66666667%;
	}
	.col-lg-pull-10 {
	right: 83.33333333%;
	}
	.col-lg-pull-9 {
	right: 75%;
	}
	.col-lg-pull-8 {
	right: 66.66666667%;
	}
	.col-lg-pull-7 {
	right: 58.33333333%;
	}
	.col-lg-pull-6 {
	right: 50%;
	}
	.col-lg-pull-5 {
	right: 41.66666667%;
	}
	.col-lg-pull-4 {
	right: 33.33333333%;
	}
	.col-lg-pull-3 {
	right: 25%;
	}
	.col-lg-pull-2 {
	right: 16.66666667%;
	}
	.col-lg-pull-1 {
	right: 8.33333333%;
	}
	.col-lg-pull-0 {
	right: auto;
	}
	.col-lg-push-12 {
	left: 100%;
	}
	.col-lg-push-11 {
	left: 91.66666667%;
	}
	.col-lg-push-10 {
	left: 83.33333333%;
	}
	.col-lg-push-9 {
	left: 75%;
	}
	.col-lg-push-8 {
	left: 66.66666667%;
	}
	.col-lg-push-7 {
	left: 58.33333333%;
	}
	.col-lg-push-6 {
	left: 50%;
	}
	.col-lg-push-5 {
	left: 41.66666667%;
	}
	.col-lg-push-4 {
	left: 33.33333333%;
	}
	.col-lg-push-3 {
	left: 25%;
	}
	.col-lg-push-2 {
	left: 16.66666667%;
	}
	.col-lg-push-1 {
	left: 8.33333333%;
	}
	.col-lg-push-0 {
	left: auto;
	}
	.col-lg-offset-12 {
	margin-left: 100%;
	}
	.col-lg-offset-11 {
	margin-left: 91.66666667%;
	}
	.col-lg-offset-10 {
	margin-left: 83.33333333%;
	}
	.col-lg-offset-9 {
	margin-left: 75%;
	}
	.col-lg-offset-8 {
	margin-left: 66.66666667%;
	}
	.col-lg-offset-7 {
	margin-left: 58.33333333%;
	}
	.col-lg-offset-6 {
	margin-left: 50%;
	}
	.col-lg-offset-5 {
	margin-left: 41.66666667%;
	}
	.col-lg-offset-4 {
	margin-left: 33.33333333%;
	}
	.col-lg-offset-3 {
	margin-left: 25%;
	}
	.col-lg-offset-2 {
	margin-left: 16.66666667%;
	}
	.col-lg-offset-1 {
	margin-left: 8.33333333%;
	}
	.col-lg-offset-0 {
	margin-left: 0%;
	}
	}
	table {
	background-color: transparent;
	}
	caption {
	padding-top: 8px;
	padding-bottom: 8px;
	color: #777777;
	text-align: left;
	}
	th {
	text-align: left;
	}
	.table {
	width: 100%;
	max-width: 100%;
	margin-bottom: 18px;
	}
	.table > thead > tr > th,
	.table > tbody > tr > th,
	.table > tfoot > tr > th,
	.table > thead > tr > td,
	.table > tbody > tr > td,
	.table > tfoot > tr > td {
	padding: 8px;
	line-height: 1.42857143;
	vertical-align: top;
	border-top: 1px solid #ddd;
	}
	.table > thead > tr > th {
	vertical-align: bottom;
	border-bottom: 2px solid #ddd;
	}
	.table > caption + thead > tr:first-child > th,
	.table > colgroup + thead > tr:first-child > th,
	.table > thead:first-child > tr:first-child > th,
	.table > caption + thead > tr:first-child > td,
	.table > colgroup + thead > tr:first-child > td,
	.table > thead:first-child > tr:first-child > td {
	border-top: 0;
	}
	.table > tbody + tbody {
	border-top: 2px solid #ddd;
	}
	.table .table {
	background-color: #fff;
	}
	.table-condensed > thead > tr > th,
	.table-condensed > tbody > tr > th,
	.table-condensed > tfoot > tr > th,
	.table-condensed > thead > tr > td,
	.table-condensed > tbody > tr > td,
	.table-condensed > tfoot > tr > td {
	padding: 5px;
	}
	.table-bordered {
	border: 1px solid #ddd;
	}
	.table-bordered > thead > tr > th,
	.table-bordered > tbody > tr > th,
	.table-bordered > tfoot > tr > th,
	.table-bordered > thead > tr > td,
	.table-bordered > tbody > tr > td,
	.table-bordered > tfoot > tr > td {
	border: 1px solid #ddd;
	}
	.table-bordered > thead > tr > th,
	.table-bordered > thead > tr > td {
	border-bottom-width: 2px;
	}
	.table-striped > tbody > tr:nth-of-type(odd) {
	background-color: #f9f9f9;
	}
	.table-hover > tbody > tr:hover {
	background-color: #f5f5f5;
	}
	table col[class*="col-"] {
	position: static;
	float: none;
	display: table-column;
	}
	table td[class*="col-"],
	table th[class*="col-"] {
	position: static;
	float: none;
	display: table-cell;
	}
	.table > thead > tr > td.active,
	.table > tbody > tr > td.active,
	.table > tfoot > tr > td.active,
	.table > thead > tr > th.active,
	.table > tbody > tr > th.active,
	.table > tfoot > tr > th.active,
	.table > thead > tr.active > td,
	.table > tbody > tr.active > td,
	.table > tfoot > tr.active > td,
	.table > thead > tr.active > th,
	.table > tbody > tr.active > th,
	.table > tfoot > tr.active > th {
	background-color: #f5f5f5;
	}
	.table-hover > tbody > tr > td.active:hover,
	.table-hover > tbody > tr > th.active:hover,
	.table-hover > tbody > tr.active:hover > td,
	.table-hover > tbody > tr:hover > .active,
	.table-hover > tbody > tr.active:hover > th {
	background-color: #e8e8e8;
	}
	.table > thead > tr > td.success,
	.table > tbody > tr > td.success,
	.table > tfoot > tr > td.success,
	.table > thead > tr > th.success,
	.table > tbody > tr > th.success,
	.table > tfoot > tr > th.success,
	.table > thead > tr.success > td,
	.table > tbody > tr.success > td,
	.table > tfoot > tr.success > td,
	.table > thead > tr.success > th,
	.table > tbody > tr.success > th,
	.table > tfoot > tr.success > th {
	background-color: #dff0d8;
	}
	.table-hover > tbody > tr > td.success:hover,
	.table-hover > tbody > tr > th.success:hover,
	.table-hover > tbody > tr.success:hover > td,
	.table-hover > tbody > tr:hover > .success,
	.table-hover > tbody > tr.success:hover > th {
	background-color: #d0e9c6;
	}
	.table > thead > tr > td.info,
	.table > tbody > tr > td.info,
	.table > tfoot > tr > td.info,
	.table > thead > tr > th.info,
	.table > tbody > tr > th.info,
	.table > tfoot > tr > th.info,
	.table > thead > tr.info > td,
	.table > tbody > tr.info > td,
	.table > tfoot > tr.info > td,
	.table > thead > tr.info > th,
	.table > tbody > tr.info > th,
	.table > tfoot > tr.info > th {
	background-color: #d9edf7;
	}
	.table-hover > tbody > tr > td.info:hover,
	.table-hover > tbody > tr > th.info:hover,
	.table-hover > tbody > tr.info:hover > td,
	.table-hover > tbody > tr:hover > .info,
	.table-hover > tbody > tr.info:hover > th {
	background-color: #c4e3f3;
	}
	.table > thead > tr > td.warning,
	.table > tbody > tr > td.warning,
	.table > tfoot > tr > td.warning,
	.table > thead > tr > th.warning,
	.table > tbody > tr > th.warning,
	.table > tfoot > tr > th.warning,
	.table > thead > tr.warning > td,
	.table > tbody > tr.warning > td,
	.table > tfoot > tr.warning > td,
	.table > thead > tr.warning > th,
	.table > tbody > tr.warning > th,
	.table > tfoot > tr.warning > th {
	background-color: #fcf8e3;
	}
	.table-hover > tbody > tr > td.warning:hover,
	.table-hover > tbody > tr > th.warning:hover,
	.table-hover > tbody > tr.warning:hover > td,
	.table-hover > tbody > tr:hover > .warning,
	.table-hover > tbody > tr.warning:hover > th {
	background-color: #faf2cc;
	}
	.table > thead > tr > td.danger,
	.table > tbody > tr > td.danger,
	.table > tfoot > tr > td.danger,
	.table > thead > tr > th.danger,
	.table > tbody > tr > th.danger,
	.table > tfoot > tr > th.danger,
	.table > thead > tr.danger > td,
	.table > tbody > tr.danger > td,
	.table > tfoot > tr.danger > td,
	.table > thead > tr.danger > th,
	.table > tbody > tr.danger > th,
	.table > tfoot > tr.danger > th {
	background-color: #f2dede;
	}
	.table-hover > tbody > tr > td.danger:hover,
	.table-hover > tbody > tr > th.danger:hover,
	.table-hover > tbody > tr.danger:hover > td,
	.table-hover > tbody > tr:hover > .danger,
	.table-hover > tbody > tr.danger:hover > th {
	background-color: #ebcccc;
	}
	.table-responsive {
	overflow-x: auto;
	min-height: 0.01%;
	}
	@media screen and (max-width: 767px) {
	.table-responsive {
	width: 100%;
	margin-bottom: 13.5px;
	overflow-y: hidden;
	-ms-overflow-style: -ms-autohiding-scrollbar;
	border: 1px solid #ddd;
	}
	.table-responsive > .table {
	margin-bottom: 0;
	}
	.table-responsive > .table > thead > tr > th,
	.table-responsive > .table > tbody > tr > th,
	.table-responsive > .table > tfoot > tr > th,
	.table-responsive > .table > thead > tr > td,
	.table-responsive > .table > tbody > tr > td,
	.table-responsive > .table > tfoot > tr > td {
	white-space: nowrap;
	}
	.table-responsive > .table-bordered {
	border: 0;
	}
	.table-responsive > .table-bordered > thead > tr > th:first-child,
	.table-responsive > .table-bordered > tbody > tr > th:first-child,
	.table-responsive > .table-bordered > tfoot > tr > th:first-child,
	.table-responsive > .table-bordered > thead > tr > td:first-child,
	.table-responsive > .table-bordered > tbody > tr > td:first-child,
	.table-responsive > .table-bordered > tfoot > tr > td:first-child {
	border-left: 0;
	}
	.table-responsive > .table-bordered > thead > tr > th:last-child,
	.table-responsive > .table-bordered > tbody > tr > th:last-child,
	.table-responsive > .table-bordered > tfoot > tr > th:last-child,
	.table-responsive > .table-bordered > thead > tr > td:last-child,
	.table-responsive > .table-bordered > tbody > tr > td:last-child,
	.table-responsive > .table-bordered > tfoot > tr > td:last-child {
	border-right: 0;
	}
	.table-responsive > .table-bordered > tbody > tr:last-child > th,
	.table-responsive > .table-bordered > tfoot > tr:last-child > th,
	.table-responsive > .table-bordered > tbody > tr:last-child > td,
	.table-responsive > .table-bordered > tfoot > tr:last-child > td {
	border-bottom: 0;
	}
	}
	fieldset {
	padding: 0;
	margin: 0;
	border: 0;
	min-width: 0;
	}
	legend {
	display: block;
	width: 100%;
	padding: 0;
	margin-bottom: 18px;
	font-size: 19.5px;
	line-height: inherit;
	color: #333333;
	border: 0;
	border-bottom: 1px solid #e5e5e5;
	}
	label {
	display: inline-block;
	max-width: 100%;
	margin-bottom: 5px;
	font-weight: bold;
	}
	input[type="search"] {
	-webkit-box-sizing: border-box;
	-moz-box-sizing: border-box;
	box-sizing: border-box;
	}
	input[type="radio"],
	input[type="checkbox"] {
	margin: 4px 0 0;
	margin-top: 1px \9;
	line-height: normal;
	}
	input[type="file"] {
	display: block;
	}
	input[type="range"] {
	display: block;
	width: 100%;
	}
	select[multiple],
	select[size] {
	height: auto;
	}
	input[type="file"]:focus,
	input[type="radio"]:focus,
	input[type="checkbox"]:focus {
	outline: 5px auto -webkit-focus-ring-color;
	outline-offset: -2px;
	}
	output {
	display: block;
	padding-top: 7px;
	font-size: 13px;
	line-height: 1.42857143;
	color: #555555;
	}
	.form-control {
	display: block;
	width: 100%;
	height: 32px;
	padding: 6px 12px;
	font-size: 13px;
	line-height: 1.42857143;
	color: #555555;
	background-color: #fff;
	background-image: none;
	border: 1px solid #ccc;
	border-radius: 2px;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	-webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	-o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	}
	.form-control:focus {
	border-color: #66afe9;
	outline: 0;
	-webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
	box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
	}
	.form-control::-moz-placeholder {
	color: #999;
	opacity: 1;
	}
	.form-control:-ms-input-placeholder {
	color: #999;
	}
	.form-control::-webkit-input-placeholder {
	color: #999;
	}
	.form-control::-ms-expand {
	border: 0;
	background-color: transparent;
	}
	.form-control[disabled],
	.form-control[readonly],
	fieldset[disabled] .form-control {
	background-color: #eeeeee;
	opacity: 1;
	}
	.form-control[disabled],
	fieldset[disabled] .form-control {
	cursor: not-allowed;
	}
	textarea.form-control {
	height: auto;
	}
	input[type="search"] {
	-webkit-appearance: none;
	}
	@media screen and (-webkit-min-device-pixel-ratio: 0) {
	input[type="date"].form-control,
	input[type="time"].form-control,
	input[type="datetime-local"].form-control,
	input[type="month"].form-control {
	line-height: 32px;
	}
	input[type="date"].input-sm,
	input[type="time"].input-sm,
	input[type="datetime-local"].input-sm,
	input[type="month"].input-sm,
	.input-group-sm input[type="date"],
	.input-group-sm input[type="time"],
	.input-group-sm input[type="datetime-local"],
	.input-group-sm input[type="month"] {
	line-height: 30px;
	}
	input[type="date"].input-lg,
	input[type="time"].input-lg,
	input[type="datetime-local"].input-lg,
	input[type="month"].input-lg,
	.input-group-lg input[type="date"],
	.input-group-lg input[type="time"],
	.input-group-lg input[type="datetime-local"],
	.input-group-lg input[type="month"] {
	line-height: 45px;
	}
	}
	.form-group {
	margin-bottom: 15px;
	}
	.radio,
	.checkbox {
	position: relative;
	display: block;
	margin-top: 10px;
	margin-bottom: 10px;
	}
	.radio label,
	.checkbox label {
	min-height: 18px;
	padding-left: 20px;
	margin-bottom: 0;
	font-weight: normal;
	cursor: pointer;
	}
	.radio input[type="radio"],
	.radio-inline input[type="radio"],
	.checkbox input[type="checkbox"],
	.checkbox-inline input[type="checkbox"] {
	position: absolute;
	margin-left: -20px;
	margin-top: 4px \9;
	}
	.radio + .radio,
	.checkbox + .checkbox {
	margin-top: -5px;
	}
	.radio-inline,
	.checkbox-inline {
	position: relative;
	display: inline-block;
	padding-left: 20px;
	margin-bottom: 0;
	vertical-align: middle;
	font-weight: normal;
	cursor: pointer;
	}
	.radio-inline + .radio-inline,
	.checkbox-inline + .checkbox-inline {
	margin-top: 0;
	margin-left: 10px;
	}
	input[type="radio"][disabled],
	input[type="checkbox"][disabled],
	input[type="radio"].disabled,
	input[type="checkbox"].disabled,
	fieldset[disabled] input[type="radio"],
	fieldset[disabled] input[type="checkbox"] {
	cursor: not-allowed;
	}
	.radio-inline.disabled,
	.checkbox-inline.disabled,
	fieldset[disabled] .radio-inline,
	fieldset[disabled] .checkbox-inline {
	cursor: not-allowed;
	}
	.radio.disabled label,
	.checkbox.disabled label,
	fieldset[disabled] .radio label,
	fieldset[disabled] .checkbox label {
	cursor: not-allowed;
	}
	.form-control-static {
	padding-top: 7px;
	padding-bottom: 7px;
	margin-bottom: 0;
	min-height: 31px;
	}
	.form-control-static.input-lg,
	.form-control-static.input-sm {
	padding-left: 0;
	padding-right: 0;
	}
	.input-sm {
	height: 30px;
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	}
	select.input-sm {
	height: 30px;
	line-height: 30px;
	}
	textarea.input-sm,
	select[multiple].input-sm {
	height: auto;
	}
	.form-group-sm .form-control {
	height: 30px;
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	}
	.form-group-sm select.form-control {
	height: 30px;
	line-height: 30px;
	}
	.form-group-sm textarea.form-control,
	.form-group-sm select[multiple].form-control {
	height: auto;
	}
	.form-group-sm .form-control-static {
	height: 30px;
	min-height: 30px;
	padding: 6px 10px;
	font-size: 12px;
	line-height: 1.5;
	}
	.input-lg {
	height: 45px;
	padding: 10px 16px;
	font-size: 17px;
	line-height: 1.3333333;
	border-radius: 3px;
	}
	select.input-lg {
	height: 45px;
	line-height: 45px;
	}
	textarea.input-lg,
	select[multiple].input-lg {
	height: auto;
	}
	.form-group-lg .form-control {
	height: 45px;
	padding: 10px 16px;
	font-size: 17px;
	line-height: 1.3333333;
	border-radius: 3px;
	}
	.form-group-lg select.form-control {
	height: 45px;
	line-height: 45px;
	}
	.form-group-lg textarea.form-control,
	.form-group-lg select[multiple].form-control {
	height: auto;
	}
	.form-group-lg .form-control-static {
	height: 45px;
	min-height: 35px;
	padding: 11px 16px;
	font-size: 17px;
	line-height: 1.3333333;
	}
	.has-feedback {
	position: relative;
	}
	.has-feedback .form-control {
	padding-right: 40px;
	}
	.form-control-feedback {
	position: absolute;
	top: 0;
	right: 0;
	z-index: 2;
	display: block;
	width: 32px;
	height: 32px;
	line-height: 32px;
	text-align: center;
	pointer-events: none;
	}
	.input-lg + .form-control-feedback,
	.input-group-lg + .form-control-feedback,
	.form-group-lg .form-control + .form-control-feedback {
	width: 45px;
	height: 45px;
	line-height: 45px;
	}
	.input-sm + .form-control-feedback,
	.input-group-sm + .form-control-feedback,
	.form-group-sm .form-control + .form-control-feedback {
	width: 30px;
	height: 30px;
	line-height: 30px;
	}
	.has-success .help-block,
	.has-success .control-label,
	.has-success .radio,
	.has-success .checkbox,
	.has-success .radio-inline,
	.has-success .checkbox-inline,
	.has-success.radio label,
	.has-success.checkbox label,
	.has-success.radio-inline label,
	.has-success.checkbox-inline label {
	color: #3c763d;
	}
	.has-success .form-control {
	border-color: #3c763d;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	}
	.has-success .form-control:focus {
	border-color: #2b542c;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
	}
	.has-success .input-group-addon {
	color: #3c763d;
	border-color: #3c763d;
	background-color: #dff0d8;
	}
	.has-success .form-control-feedback {
	color: #3c763d;
	}
	.has-warning .help-block,
	.has-warning .control-label,
	.has-warning .radio,
	.has-warning .checkbox,
	.has-warning .radio-inline,
	.has-warning .checkbox-inline,
	.has-warning.radio label,
	.has-warning.checkbox label,
	.has-warning.radio-inline label,
	.has-warning.checkbox-inline label {
	color: #8a6d3b;
	}
	.has-warning .form-control {
	border-color: #8a6d3b;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	}
	.has-warning .form-control:focus {
	border-color: #66512c;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
	}
	.has-warning .input-group-addon {
	color: #8a6d3b;
	border-color: #8a6d3b;
	background-color: #fcf8e3;
	}
	.has-warning .form-control-feedback {
	color: #8a6d3b;
	}
	.has-error .help-block,
	.has-error .control-label,
	.has-error .radio,
	.has-error .checkbox,
	.has-error .radio-inline,
	.has-error .checkbox-inline,
	.has-error.radio label,
	.has-error.checkbox label,
	.has-error.radio-inline label,
	.has-error.checkbox-inline label {
	color: #a94442;
	}
	.has-error .form-control {
	border-color: #a94442;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	}
	.has-error .form-control:focus {
	border-color: #843534;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
	}
	.has-error .input-group-addon {
	color: #a94442;
	border-color: #a94442;
	background-color: #f2dede;
	}
	.has-error .form-control-feedback {
	color: #a94442;
	}
	.has-feedback label ~ .form-control-feedback {
	top: 23px;
	}
	.has-feedback label.sr-only ~ .form-control-feedback {
	top: 0;
	}
	.help-block {
	display: block;
	margin-top: 5px;
	margin-bottom: 10px;
	color: #404040;
	}
	@media (min-width: 768px) {
	.form-inline .form-group {
	display: inline-block;
	margin-bottom: 0;
	vertical-align: middle;
	}
	.form-inline .form-control {
	display: inline-block;
	width: auto;
	vertical-align: middle;
	}
	.form-inline .form-control-static {
	display: inline-block;
	}
	.form-inline .input-group {
	display: inline-table;
	vertical-align: middle;
	}
	.form-inline .input-group .input-group-addon,
	.form-inline .input-group .input-group-btn,
	.form-inline .input-group .form-control {
	width: auto;
	}
	.form-inline .input-group > .form-control {
	width: 100%;
	}
	.form-inline .control-label {
	margin-bottom: 0;
	vertical-align: middle;
	}
	.form-inline .radio,
	.form-inline .checkbox {
	display: inline-block;
	margin-top: 0;
	margin-bottom: 0;
	vertical-align: middle;
	}
	.form-inline .radio label,
	.form-inline .checkbox label {
	padding-left: 0;
	}
	.form-inline .radio input[type="radio"],
	.form-inline .checkbox input[type="checkbox"] {
	position: relative;
	margin-left: 0;
	}
	.form-inline .has-feedback .form-control-feedback {
	top: 0;
	}
	}
	.form-horizontal .radio,
	.form-horizontal .checkbox,
	.form-horizontal .radio-inline,
	.form-horizontal .checkbox-inline {
	margin-top: 0;
	margin-bottom: 0;
	padding-top: 7px;
	}
	.form-horizontal .radio,
	.form-horizontal .checkbox {
	min-height: 25px;
	}
	.form-horizontal .form-group {
	margin-left: 0px;
	margin-right: 0px;
	}
	@media (min-width: 768px) {
	.form-horizontal .control-label {
	text-align: right;
	margin-bottom: 0;
	padding-top: 7px;
	}
	}
	.form-horizontal .has-feedback .form-control-feedback {
	right: 0px;
	}
	@media (min-width: 768px) {
	.form-horizontal .form-group-lg .control-label {
	padding-top: 11px;
	font-size: 17px;
	}
	}
	@media (min-width: 768px) {
	.form-horizontal .form-group-sm .control-label {
	padding-top: 6px;
	font-size: 12px;
	}
	}
	.btn {
	display: inline-block;
	margin-bottom: 0;
	font-weight: normal;
	text-align: center;
	vertical-align: middle;
	touch-action: manipulation;
	cursor: pointer;
	background-image: none;
	border: 1px solid transparent;
	white-space: nowrap;
	padding: 6px 12px;
	font-size: 13px;
	line-height: 1.42857143;
	border-radius: 2px;
	-webkit-user-select: none;
	-moz-user-select: none;
	-ms-user-select: none;
	user-select: none;
	}
	.btn:focus,
	.btn:active:focus,
	.btn.active:focus,
	.btn.focus,
	.btn:active.focus,
	.btn.active.focus {
	outline: 5px auto -webkit-focus-ring-color;
	outline-offset: -2px;
	}
	.btn:hover,
	.btn:focus,
	.btn.focus {
	color: #333;
	text-decoration: none;
	}
	.btn:active,
	.btn.active {
	outline: 0;
	background-image: none;
	-webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
	box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
	}
	.btn.disabled,
	.btn[disabled],
	fieldset[disabled] .btn {
	cursor: not-allowed;
	opacity: 0.65;
	filter: alpha(opacity=65);
	-webkit-box-shadow: none;
	box-shadow: none;
	}
	a.btn.disabled,
	fieldset[disabled] a.btn {
	pointer-events: none;
	}
	.btn-default {
	color: #333;
	background-color: #fff;
	border-color: #ccc;
	}
	.btn-default:focus,
	.btn-default.focus {
	color: #333;
	background-color: #e6e6e6;
	border-color: #8c8c8c;
	}
	.btn-default:hover {
	color: #333;
	background-color: #e6e6e6;
	border-color: #adadad;
	}
	.btn-default:active,
	.btn-default.active,
	.open > .dropdown-toggle.btn-default {
	color: #333;
	background-color: #e6e6e6;
	border-color: #adadad;
	}
	.btn-default:active:hover,
	.btn-default.active:hover,
	.open > .dropdown-toggle.btn-default:hover,
	.btn-default:active:focus,
	.btn-default.active:focus,
	.open > .dropdown-toggle.btn-default:focus,
	.btn-default:active.focus,
	.btn-default.active.focus,
	.open > .dropdown-toggle.btn-default.focus {
	color: #333;
	background-color: #d4d4d4;
	border-color: #8c8c8c;
	}
	.btn-default:active,
	.btn-default.active,
	.open > .dropdown-toggle.btn-default {
	background-image: none;
	}
	.btn-default.disabled:hover,
	.btn-default[disabled]:hover,
	fieldset[disabled] .btn-default:hover,
	.btn-default.disabled:focus,
	.btn-default[disabled]:focus,
	fieldset[disabled] .btn-default:focus,
	.btn-default.disabled.focus,
	.btn-default[disabled].focus,
	fieldset[disabled] .btn-default.focus {
	background-color: #fff;
	border-color: #ccc;
	}
	.btn-default .badge {
	color: #fff;
	background-color: #333;
	}
	.btn-primary {
	color: #fff;
	background-color: #337ab7;
	border-color: #2e6da4;
	}
	.btn-primary:focus,
	.btn-primary.focus {
	color: #fff;
	background-color: #286090;
	border-color: #122b40;
	}
	.btn-primary:hover {
	color: #fff;
	background-color: #286090;
	border-color: #204d74;
	}
	.btn-primary:active,
	.btn-primary.active,
	.open > .dropdown-toggle.btn-primary {
	color: #fff;
	background-color: #286090;
	border-color: #204d74;
	}
	.btn-primary:active:hover,
	.btn-primary.active:hover,
	.open > .dropdown-toggle.btn-primary:hover,
	.btn-primary:active:focus,
	.btn-primary.active:focus,
	.open > .dropdown-toggle.btn-primary:focus,
	.btn-primary:active.focus,
	.btn-primary.active.focus,
	.open > .dropdown-toggle.btn-primary.focus {
	color: #fff;
	background-color: #204d74;
	border-color: #122b40;
	}
	.btn-primary:active,
	.btn-primary.active,
	.open > .dropdown-toggle.btn-primary {
	background-image: none;
	}
	.btn-primary.disabled:hover,
	.btn-primary[disabled]:hover,
	fieldset[disabled] .btn-primary:hover,
	.btn-primary.disabled:focus,
	.btn-primary[disabled]:focus,
	fieldset[disabled] .btn-primary:focus,
	.btn-primary.disabled.focus,
	.btn-primary[disabled].focus,
	fieldset[disabled] .btn-primary.focus {
	background-color: #337ab7;
	border-color: #2e6da4;
	}
	.btn-primary .badge {
	color: #337ab7;
	background-color: #fff;
	}
	.btn-success {
	color: #fff;
	background-color: #5cb85c;
	border-color: #4cae4c;
	}
	.btn-success:focus,
	.btn-success.focus {
	color: #fff;
	background-color: #449d44;
	border-color: #255625;
	}
	.btn-success:hover {
	color: #fff;
	background-color: #449d44;
	border-color: #398439;
	}
	.btn-success:active,
	.btn-success.active,
	.open > .dropdown-toggle.btn-success {
	color: #fff;
	background-color: #449d44;
	border-color: #398439;
	}
	.btn-success:active:hover,
	.btn-success.active:hover,
	.open > .dropdown-toggle.btn-success:hover,
	.btn-success:active:focus,
	.btn-success.active:focus,
	.open > .dropdown-toggle.btn-success:focus,
	.btn-success:active.focus,
	.btn-success.active.focus,
	.open > .dropdown-toggle.btn-success.focus {
	color: #fff;
	background-color: #398439;
	border-color: #255625;
	}
	.btn-success:active,
	.btn-success.active,
	.open > .dropdown-toggle.btn-success {
	background-image: none;
	}
	.btn-success.disabled:hover,
	.btn-success[disabled]:hover,
	fieldset[disabled] .btn-success:hover,
	.btn-success.disabled:focus,
	.btn-success[disabled]:focus,
	fieldset[disabled] .btn-success:focus,
	.btn-success.disabled.focus,
	.btn-success[disabled].focus,
	fieldset[disabled] .btn-success.focus {
	background-color: #5cb85c;
	border-color: #4cae4c;
	}
	.btn-success .badge {
	color: #5cb85c;
	background-color: #fff;
	}
	.btn-info {
	color: #fff;
	background-color: #5bc0de;
	border-color: #46b8da;
	}
	.btn-info:focus,
	.btn-info.focus {
	color: #fff;
	background-color: #31b0d5;
	border-color: #1b6d85;
	}
	.btn-info:hover {
	color: #fff;
	background-color: #31b0d5;
	border-color: #269abc;
	}
	.btn-info:active,
	.btn-info.active,
	.open > .dropdown-toggle.btn-info {
	color: #fff;
	background-color: #31b0d5;
	border-color: #269abc;
	}
	.btn-info:active:hover,
	.btn-info.active:hover,
	.open > .dropdown-toggle.btn-info:hover,
	.btn-info:active:focus,
	.btn-info.active:focus,
	.open > .dropdown-toggle.btn-info:focus,
	.btn-info:active.focus,
	.btn-info.active.focus,
	.open > .dropdown-toggle.btn-info.focus {
	color: #fff;
	background-color: #269abc;
	border-color: #1b6d85;
	}
	.btn-info:active,
	.btn-info.active,
	.open > .dropdown-toggle.btn-info {
	background-image: none;
	}
	.btn-info.disabled:hover,
	.btn-info[disabled]:hover,
	fieldset[disabled] .btn-info:hover,
	.btn-info.disabled:focus,
	.btn-info[disabled]:focus,
	fieldset[disabled] .btn-info:focus,
	.btn-info.disabled.focus,
	.btn-info[disabled].focus,
	fieldset[disabled] .btn-info.focus {
	background-color: #5bc0de;
	border-color: #46b8da;
	}
	.btn-info .badge {
	color: #5bc0de;
	background-color: #fff;
	}
	.btn-warning {
	color: #fff;
	background-color: #f0ad4e;
	border-color: #eea236;
	}
	.btn-warning:focus,
	.btn-warning.focus {
	color: #fff;
	background-color: #ec971f;
	border-color: #985f0d;
	}
	.btn-warning:hover {
	color: #fff;
	background-color: #ec971f;
	border-color: #d58512;
	}
	.btn-warning:active,
	.btn-warning.active,
	.open > .dropdown-toggle.btn-warning {
	color: #fff;
	background-color: #ec971f;
	border-color: #d58512;
	}
	.btn-warning:active:hover,
	.btn-warning.active:hover,
	.open > .dropdown-toggle.btn-warning:hover,
	.btn-warning:active:focus,
	.btn-warning.active:focus,
	.open > .dropdown-toggle.btn-warning:focus,
	.btn-warning:active.focus,
	.btn-warning.active.focus,
	.open > .dropdown-toggle.btn-warning.focus {
	color: #fff;
	background-color: #d58512;
	border-color: #985f0d;
	}
	.btn-warning:active,
	.btn-warning.active,
	.open > .dropdown-toggle.btn-warning {
	background-image: none;
	}
	.btn-warning.disabled:hover,
	.btn-warning[disabled]:hover,
	fieldset[disabled] .btn-warning:hover,
	.btn-warning.disabled:focus,
	.btn-warning[disabled]:focus,
	fieldset[disabled] .btn-warning:focus,
	.btn-warning.disabled.focus,
	.btn-warning[disabled].focus,
	fieldset[disabled] .btn-warning.focus {
	background-color: #f0ad4e;
	border-color: #eea236;
	}
	.btn-warning .badge {
	color: #f0ad4e;
	background-color: #fff;
	}
	.btn-danger {
	color: #fff;
	background-color: #d9534f;
	border-color: #d43f3a;
	}
	.btn-danger:focus,
	.btn-danger.focus {
	color: #fff;
	background-color: #c9302c;
	border-color: #761c19;
	}
	.btn-danger:hover {
	color: #fff;
	background-color: #c9302c;
	border-color: #ac2925;
	}
	.btn-danger:active,
	.btn-danger.active,
	.open > .dropdown-toggle.btn-danger {
	color: #fff;
	background-color: #c9302c;
	border-color: #ac2925;
	}
	.btn-danger:active:hover,
	.btn-danger.active:hover,
	.open > .dropdown-toggle.btn-danger:hover,
	.btn-danger:active:focus,
	.btn-danger.active:focus,
	.open > .dropdown-toggle.btn-danger:focus,
	.btn-danger:active.focus,
	.btn-danger.active.focus,
	.open > .dropdown-toggle.btn-danger.focus {
	color: #fff;
	background-color: #ac2925;
	border-color: #761c19;
	}
	.btn-danger:active,
	.btn-danger.active,
	.open > .dropdown-toggle.btn-danger {
	background-image: none;
	}
	.btn-danger.disabled:hover,
	.btn-danger[disabled]:hover,
	fieldset[disabled] .btn-danger:hover,
	.btn-danger.disabled:focus,
	.btn-danger[disabled]:focus,
	fieldset[disabled] .btn-danger:focus,
	.btn-danger.disabled.focus,
	.btn-danger[disabled].focus,
	fieldset[disabled] .btn-danger.focus {
	background-color: #d9534f;
	border-color: #d43f3a;
	}
	.btn-danger .badge {
	color: #d9534f;
	background-color: #fff;
	}
	.btn-link {
	color: #337ab7;
	font-weight: normal;
	border-radius: 0;
	}
	.btn-link,
	.btn-link:active,
	.btn-link.active,
	.btn-link[disabled],
	fieldset[disabled] .btn-link {
	background-color: transparent;
	-webkit-box-shadow: none;
	box-shadow: none;
	}
	.btn-link,
	.btn-link:hover,
	.btn-link:focus,
	.btn-link:active {
	border-color: transparent;
	}
	.btn-link:hover,
	.btn-link:focus {
	color: #23527c;
	text-decoration: underline;
	background-color: transparent;
	}
	.btn-link[disabled]:hover,
	fieldset[disabled] .btn-link:hover,
	.btn-link[disabled]:focus,
	fieldset[disabled] .btn-link:focus {
	color: #777777;
	text-decoration: none;
	}
	.btn-lg,
	.btn-group-lg > .btn {
	padding: 10px 16px;
	font-size: 17px;
	line-height: 1.3333333;
	border-radius: 3px;
	}
	.btn-sm,
	.btn-group-sm > .btn {
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	}
	.btn-xs,
	.btn-group-xs > .btn {
	padding: 1px 5px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	}
	.btn-block {
	display: block;
	width: 100%;
	}
	.btn-block + .btn-block {
	margin-top: 5px;
	}
	input[type="submit"].btn-block,
	input[type="reset"].btn-block,
	input[type="button"].btn-block {
	width: 100%;
	}
	.fade {
	opacity: 0;
	-webkit-transition: opacity 0.15s linear;
	-o-transition: opacity 0.15s linear;
	transition: opacity 0.15s linear;
	}
	.fade.in {
	opacity: 1;
	}
	.collapse {
	display: none;
	}
	.collapse.in {
	display: block;
	}
	tr.collapse.in {
	display: table-row;
	}
	tbody.collapse.in {
	display: table-row-group;
	}
	.collapsing {
	position: relative;
	height: 0;
	overflow: hidden;
	-webkit-transition-property: height, visibility;
	transition-property: height, visibility;
	-webkit-transition-duration: 0.35s;
	transition-duration: 0.35s;
	-webkit-transition-timing-function: ease;
	transition-timing-function: ease;
	}
	.caret {
	display: inline-block;
	width: 0;
	height: 0;
	margin-left: 2px;
	vertical-align: middle;
	border-top: 4px dashed;
	border-top: 4px solid \9;
	border-right: 4px solid transparent;
	border-left: 4px solid transparent;
	}
	.dropup,
	.dropdown {
	position: relative;
	}
	.dropdown-toggle:focus {
	outline: 0;
	}
	.dropdown-menu {
	position: absolute;
	top: 100%;
	left: 0;
	z-index: 1000;
	display: none;
	float: left;
	min-width: 160px;
	padding: 5px 0;
	margin: 2px 0 0;
	list-style: none;
	font-size: 13px;
	text-align: left;
	background-color: #fff;
	border: 1px solid #ccc;
	border: 1px solid rgba(0, 0, 0, 0.15);
	border-radius: 2px;
	-webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
	box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
	background-clip: padding-box;
	}
	.dropdown-menu.pull-right {
	right: 0;
	left: auto;
	}
	.dropdown-menu .divider {
	height: 1px;
	margin: 8px 0;
	overflow: hidden;
	background-color: #e5e5e5;
	}
	.dropdown-menu > li > a {
	display: block;
	padding: 3px 20px;
	clear: both;
	font-weight: normal;
	line-height: 1.42857143;
	color: #333333;
	white-space: nowrap;
	}
	.dropdown-menu > li > a:hover,
	.dropdown-menu > li > a:focus {
	text-decoration: none;
	color: #262626;
	background-color: #f5f5f5;
	}
	.dropdown-menu > .active > a,
	.dropdown-menu > .active > a:hover,
	.dropdown-menu > .active > a:focus {
	color: #fff;
	text-decoration: none;
	outline: 0;
	background-color: #337ab7;
	}
	.dropdown-menu > .disabled > a,
	.dropdown-menu > .disabled > a:hover,
	.dropdown-menu > .disabled > a:focus {
	color: #777777;
	}
	.dropdown-menu > .disabled > a:hover,
	.dropdown-menu > .disabled > a:focus {
	text-decoration: none;
	background-color: transparent;
	background-image: none;
	filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
	cursor: not-allowed;
	}
	.open > .dropdown-menu {
	display: block;
	}
	.open > a {
	outline: 0;
	}
	.dropdown-menu-right {
	left: auto;
	right: 0;
	}
	.dropdown-menu-left {
	left: 0;
	right: auto;
	}
	.dropdown-header {
	display: block;
	padding: 3px 20px;
	font-size: 12px;
	line-height: 1.42857143;
	color: #777777;
	white-space: nowrap;
	}
	.dropdown-backdrop {
	position: fixed;
	left: 0;
	right: 0;
	bottom: 0;
	top: 0;
	z-index: 990;
	}
	.pull-right > .dropdown-menu {
	right: 0;
	left: auto;
	}
	.dropup .caret,
	.navbar-fixed-bottom .dropdown .caret {
	border-top: 0;
	border-bottom: 4px dashed;
	border-bottom: 4px solid \9;
	content: "";
	}
	.dropup .dropdown-menu,
	.navbar-fixed-bottom .dropdown .dropdown-menu {
	top: auto;
	bottom: 100%;
	margin-bottom: 2px;
	}
	@media (min-width: 541px) {
	.navbar-right .dropdown-menu {
	left: auto;
	right: 0;
	}
	.navbar-right .dropdown-menu-left {
	left: 0;
	right: auto;
	}
	}
	.btn-group,
	.btn-group-vertical {
	position: relative;
	display: inline-block;
	vertical-align: middle;
	}
	.btn-group > .btn,
	.btn-group-vertical > .btn {
	position: relative;
	float: left;
	}
	.btn-group > .btn:hover,
	.btn-group-vertical > .btn:hover,
	.btn-group > .btn:focus,
	.btn-group-vertical > .btn:focus,
	.btn-group > .btn:active,
	.btn-group-vertical > .btn:active,
	.btn-group > .btn.active,
	.btn-group-vertical > .btn.active {
	z-index: 2;
	}
	.btn-group .btn + .btn,
	.btn-group .btn + .btn-group,
	.btn-group .btn-group + .btn,
	.btn-group .btn-group + .btn-group {
	margin-left: -1px;
	}
	.btn-toolbar {
	margin-left: -5px;
	}
	.btn-toolbar .btn,
	.btn-toolbar .btn-group,
	.btn-toolbar .input-group {
	float: left;
	}
	.btn-toolbar > .btn,
	.btn-toolbar > .btn-group,
	.btn-toolbar > .input-group {
	margin-left: 5px;
	}
	.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
	border-radius: 0;
	}
	.btn-group > .btn:first-child {
	margin-left: 0;
	}
	.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
	border-bottom-right-radius: 0;
	border-top-right-radius: 0;
	}
	.btn-group > .btn:last-child:not(:first-child),
	.btn-group > .dropdown-toggle:not(:first-child) {
	border-bottom-left-radius: 0;
	border-top-left-radius: 0;
	}
	.btn-group > .btn-group {
	float: left;
	}
	.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
	border-radius: 0;
	}
	.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
	.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
	border-bottom-right-radius: 0;
	border-top-right-radius: 0;
	}
	.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
	border-bottom-left-radius: 0;
	border-top-left-radius: 0;
	}
	.btn-group .dropdown-toggle:active,
	.btn-group.open .dropdown-toggle {
	outline: 0;
	}
	.btn-group > .btn + .dropdown-toggle {
	padding-left: 8px;
	padding-right: 8px;
	}
	.btn-group > .btn-lg + .dropdown-toggle {
	padding-left: 12px;
	padding-right: 12px;
	}
	.btn-group.open .dropdown-toggle {
	-webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
	box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
	}
	.btn-group.open .dropdown-toggle.btn-link {
	-webkit-box-shadow: none;
	box-shadow: none;
	}
	.btn .caret {
	margin-left: 0;
	}
	.btn-lg .caret {
	border-width: 5px 5px 0;
	border-bottom-width: 0;
	}
	.dropup .btn-lg .caret {
	border-width: 0 5px 5px;
	}
	.btn-group-vertical > .btn,
	.btn-group-vertical > .btn-group,
	.btn-group-vertical > .btn-group > .btn {
	display: block;
	float: none;
	width: 100%;
	max-width: 100%;
	}
	.btn-group-vertical > .btn-group > .btn {
	float: none;
	}
	.btn-group-vertical > .btn + .btn,
	.btn-group-vertical > .btn + .btn-group,
	.btn-group-vertical > .btn-group + .btn,
	.btn-group-vertical > .btn-group + .btn-group {
	margin-top: -1px;
	margin-left: 0;
	}
	.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
	border-radius: 0;
	}
	.btn-group-vertical > .btn:first-child:not(:last-child) {
	border-top-right-radius: 2px;
	border-top-left-radius: 2px;
	border-bottom-right-radius: 0;
	border-bottom-left-radius: 0;
	}
	.btn-group-vertical > .btn:last-child:not(:first-child) {
	border-top-right-radius: 0;
	border-top-left-radius: 0;
	border-bottom-right-radius: 2px;
	border-bottom-left-radius: 2px;
	}
	.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
	border-radius: 0;
	}
	.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
	.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
	border-bottom-right-radius: 0;
	border-bottom-left-radius: 0;
	}
	.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
	border-top-right-radius: 0;
	border-top-left-radius: 0;
	}
	.btn-group-justified {
	display: table;
	width: 100%;
	table-layout: fixed;
	border-collapse: separate;
	}
	.btn-group-justified > .btn,
	.btn-group-justified > .btn-group {
	float: none;
	display: table-cell;
	width: 1%;
	}
	.btn-group-justified > .btn-group .btn {
	width: 100%;
	}
	.btn-group-justified > .btn-group .dropdown-menu {
	left: auto;
	}
	[data-toggle="buttons"] > .btn input[type="radio"],
	[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
	[data-toggle="buttons"] > .btn input[type="checkbox"],
	[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
	position: absolute;
	clip: rect(0, 0, 0, 0);
	pointer-events: none;
	}
	.input-group {
	position: relative;
	display: table;
	border-collapse: separate;
	}
	.input-group[class*="col-"] {
	float: none;
	padding-left: 0;
	padding-right: 0;
	}
	.input-group .form-control {
	position: relative;
	z-index: 2;
	float: left;
	width: 100%;
	margin-bottom: 0;
	}
	.input-group .form-control:focus {
	z-index: 3;
	}
	.input-group-lg > .form-control,
	.input-group-lg > .input-group-addon,
	.input-group-lg > .input-group-btn > .btn {
	height: 45px;
	padding: 10px 16px;
	font-size: 17px;
	line-height: 1.3333333;
	border-radius: 3px;
	}
	select.input-group-lg > .form-control,
	select.input-group-lg > .input-group-addon,
	select.input-group-lg > .input-group-btn > .btn {
	height: 45px;
	line-height: 45px;
	}
	textarea.input-group-lg > .form-control,
	textarea.input-group-lg > .input-group-addon,
	textarea.input-group-lg > .input-group-btn > .btn,
	select[multiple].input-group-lg > .form-control,
	select[multiple].input-group-lg > .input-group-addon,
	select[multiple].input-group-lg > .input-group-btn > .btn {
	height: auto;
	}
	.input-group-sm > .form-control,
	.input-group-sm > .input-group-addon,
	.input-group-sm > .input-group-btn > .btn {
	height: 30px;
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	}
	select.input-group-sm > .form-control,
	select.input-group-sm > .input-group-addon,
	select.input-group-sm > .input-group-btn > .btn {
	height: 30px;
	line-height: 30px;
	}
	textarea.input-group-sm > .form-control,
	textarea.input-group-sm > .input-group-addon,
	textarea.input-group-sm > .input-group-btn > .btn,
	select[multiple].input-group-sm > .form-control,
	select[multiple].input-group-sm > .input-group-addon,
	select[multiple].input-group-sm > .input-group-btn > .btn {
	height: auto;
	}
	.input-group-addon,
	.input-group-btn,
	.input-group .form-control {
	display: table-cell;
	}
	.input-group-addon:not(:first-child):not(:last-child),
	.input-group-btn:not(:first-child):not(:last-child),
	.input-group .form-control:not(:first-child):not(:last-child) {
	border-radius: 0;
	}
	.input-group-addon,
	.input-group-btn {
	width: 1%;
	white-space: nowrap;
	vertical-align: middle;
	}
	.input-group-addon {
	padding: 6px 12px;
	font-size: 13px;
	font-weight: normal;
	line-height: 1;
	color: #555555;
	text-align: center;
	background-color: #eeeeee;
	border: 1px solid #ccc;
	border-radius: 2px;
	}
	.input-group-addon.input-sm {
	padding: 5px 10px;
	font-size: 12px;
	border-radius: 1px;
	}
	.input-group-addon.input-lg {
	padding: 10px 16px;
	font-size: 17px;
	border-radius: 3px;
	}
	.input-group-addon input[type="radio"],
	.input-group-addon input[type="checkbox"] {
	margin-top: 0;
	}
	.input-group .form-control:first-child,
	.input-group-addon:first-child,
	.input-group-btn:first-child > .btn,
	.input-group-btn:first-child > .btn-group > .btn,
	.input-group-btn:first-child > .dropdown-toggle,
	.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
	.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
	border-bottom-right-radius: 0;
	border-top-right-radius: 0;
	}
	.input-group-addon:first-child {
	border-right: 0;
	}
	.input-group .form-control:last-child,
	.input-group-addon:last-child,
	.input-group-btn:last-child > .btn,
	.input-group-btn:last-child > .btn-group > .btn,
	.input-group-btn:last-child > .dropdown-toggle,
	.input-group-btn:first-child > .btn:not(:first-child),
	.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
	border-bottom-left-radius: 0;
	border-top-left-radius: 0;
	}
	.input-group-addon:last-child {
	border-left: 0;
	}
	.input-group-btn {
	position: relative;
	font-size: 0;
	white-space: nowrap;
	}
	.input-group-btn > .btn {
	position: relative;
	}
	.input-group-btn > .btn + .btn {
	margin-left: -1px;
	}
	.input-group-btn > .btn:hover,
	.input-group-btn > .btn:focus,
	.input-group-btn > .btn:active {
	z-index: 2;
	}
	.input-group-btn:first-child > .btn,
	.input-group-btn:first-child > .btn-group {
	margin-right: -1px;
	}
	.input-group-btn:last-child > .btn,
	.input-group-btn:last-child > .btn-group {
	z-index: 2;
	margin-left: -1px;
	}
	.nav {
	margin-bottom: 0;
	padding-left: 0;
	list-style: none;
	}
	.nav > li {
	position: relative;
	display: block;
	}
	.nav > li > a {
	position: relative;
	display: block;
	padding: 10px 15px;
	}
	.nav > li > a:hover,
	.nav > li > a:focus {
	text-decoration: none;
	background-color: #eeeeee;
	}
	.nav > li.disabled > a {
	color: #777777;
	}
	.nav > li.disabled > a:hover,
	.nav > li.disabled > a:focus {
	color: #777777;
	text-decoration: none;
	background-color: transparent;
	cursor: not-allowed;
	}
	.nav .open > a,
	.nav .open > a:hover,
	.nav .open > a:focus {
	background-color: #eeeeee;
	border-color: #337ab7;
	}
	.nav .nav-divider {
	height: 1px;
	margin: 8px 0;
	overflow: hidden;
	background-color: #e5e5e5;
	}
	.nav > li > a > img {
	max-width: none;
	}
	.nav-tabs {
	border-bottom: 1px solid #ddd;
	}
	.nav-tabs > li {
	float: left;
	margin-bottom: -1px;
	}
	.nav-tabs > li > a {
	margin-right: 2px;
	line-height: 1.42857143;
	border: 1px solid transparent;
	border-radius: 2px 2px 0 0;
	}
	.nav-tabs > li > a:hover {
	border-color: #eeeeee #eeeeee #ddd;
	}
	.nav-tabs > li.active > a,
	.nav-tabs > li.active > a:hover,
	.nav-tabs > li.active > a:focus {
	color: #555555;
	background-color: #fff;
	border: 1px solid #ddd;
	border-bottom-color: transparent;
	cursor: default;
	}
	.nav-tabs.nav-justified {
	width: 100%;
	border-bottom: 0;
	}
	.nav-tabs.nav-justified > li {
	float: none;
	}
	.nav-tabs.nav-justified > li > a {
	text-align: center;
	margin-bottom: 5px;
	}
	.nav-tabs.nav-justified > .dropdown .dropdown-menu {
	top: auto;
	left: auto;
	}
	@media (min-width: 768px) {
	.nav-tabs.nav-justified > li {
	display: table-cell;
	width: 1%;
	}
	.nav-tabs.nav-justified > li > a {
	margin-bottom: 0;
	}
	}
	.nav-tabs.nav-justified > li > a {
	margin-right: 0;
	border-radius: 2px;
	}
	.nav-tabs.nav-justified > .active > a,
	.nav-tabs.nav-justified > .active > a:hover,
	.nav-tabs.nav-justified > .active > a:focus {
	border: 1px solid #ddd;
	}
	@media (min-width: 768px) {
	.nav-tabs.nav-justified > li > a {
	border-bottom: 1px solid #ddd;
	border-radius: 2px 2px 0 0;
	}
	.nav-tabs.nav-justified > .active > a,
	.nav-tabs.nav-justified > .active > a:hover,
	.nav-tabs.nav-justified > .active > a:focus {
	border-bottom-color: #fff;
	}
	}
	.nav-pills > li {
	float: left;
	}
	.nav-pills > li > a {
	border-radius: 2px;
	}
	.nav-pills > li + li {
	margin-left: 2px;
	}
	.nav-pills > li.active > a,
	.nav-pills > li.active > a:hover,
	.nav-pills > li.active > a:focus {
	color: #fff;
	background-color: #337ab7;
	}
	.nav-stacked > li {
	float: none;
	}
	.nav-stacked > li + li {
	margin-top: 2px;
	margin-left: 0;
	}
	.nav-justified {
	width: 100%;
	}
	.nav-justified > li {
	float: none;
	}
	.nav-justified > li > a {
	text-align: center;
	margin-bottom: 5px;
	}
	.nav-justified > .dropdown .dropdown-menu {
	top: auto;
	left: auto;
	}
	@media (min-width: 768px) {
	.nav-justified > li {
	display: table-cell;
	width: 1%;
	}
	.nav-justified > li > a {
	margin-bottom: 0;
	}
	}
	.nav-tabs-justified {
	border-bottom: 0;
	}
	.nav-tabs-justified > li > a {
	margin-right: 0;
	border-radius: 2px;
	}
	.nav-tabs-justified > .active > a,
	.nav-tabs-justified > .active > a:hover,
	.nav-tabs-justified > .active > a:focus {
	border: 1px solid #ddd;
	}
	@media (min-width: 768px) {
	.nav-tabs-justified > li > a {
	border-bottom: 1px solid #ddd;
	border-radius: 2px 2px 0 0;
	}
	.nav-tabs-justified > .active > a,
	.nav-tabs-justified > .active > a:hover,
	.nav-tabs-justified > .active > a:focus {
	border-bottom-color: #fff;
	}
	}
	.tab-content > .tab-pane {
	display: none;
	}
	.tab-content > .active {
	display: block;
	}
	.nav-tabs .dropdown-menu {
	margin-top: -1px;
	border-top-right-radius: 0;
	border-top-left-radius: 0;
	}
	.navbar {
	position: relative;
	min-height: 30px;
	margin-bottom: 18px;
	border: 1px solid transparent;
	}
	@media (min-width: 541px) {
	.navbar {
	border-radius: 2px;
	}
	}
	@media (min-width: 541px) {
	.navbar-header {
	float: left;
	}
	}
	.navbar-collapse {
	overflow-x: visible;
	padding-right: 0px;
	padding-left: 0px;
	border-top: 1px solid transparent;
	box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
	-webkit-overflow-scrolling: touch;
	}
	.navbar-collapse.in {
	overflow-y: auto;
	}
	@media (min-width: 541px) {
	.navbar-collapse {
	width: auto;
	border-top: 0;
	box-shadow: none;
	}
	.navbar-collapse.collapse {
	display: block !important;
	height: auto !important;
	padding-bottom: 0;
	overflow: visible !important;
	}
	.navbar-collapse.in {
	overflow-y: visible;
	}
	.navbar-fixed-top .navbar-collapse,
	.navbar-static-top .navbar-collapse,
	.navbar-fixed-bottom .navbar-collapse {
	padding-left: 0;
	padding-right: 0;
	}
	}
	.navbar-fixed-top .navbar-collapse,
	.navbar-fixed-bottom .navbar-collapse {
	max-height: 340px;
	}
	@media (max-device-width: 540px) and (orientation: landscape) {
	.navbar-fixed-top .navbar-collapse,
	.navbar-fixed-bottom .navbar-collapse {
	max-height: 200px;
	}
	}
	.container > .navbar-header,
	.container-fluid > .navbar-header,
	.container > .navbar-collapse,
	.container-fluid > .navbar-collapse {
	margin-right: 0px;
	margin-left: 0px;
	}
	@media (min-width: 541px) {
	.container > .navbar-header,
	.container-fluid > .navbar-header,
	.container > .navbar-collapse,
	.container-fluid > .navbar-collapse {
	margin-right: 0;
	margin-left: 0;
	}
	}
	.navbar-static-top {
	z-index: 1000;
	border-width: 0 0 1px;
	}
	@media (min-width: 541px) {
	.navbar-static-top {
	border-radius: 0;
	}
	}
	.navbar-fixed-top,
	.navbar-fixed-bottom {
	position: fixed;
	right: 0;
	left: 0;
	z-index: 1030;
	}
	@media (min-width: 541px) {
	.navbar-fixed-top,
	.navbar-fixed-bottom {
	border-radius: 0;
	}
	}
	.navbar-fixed-top {
	top: 0;
	border-width: 0 0 1px;
	}
	.navbar-fixed-bottom {
	bottom: 0;
	margin-bottom: 0;
	border-width: 1px 0 0;
	}
	.navbar-brand {
	float: left;
	padding: 6px 0px;
	font-size: 17px;
	line-height: 18px;
	height: 30px;
	}
	.navbar-brand:hover,
	.navbar-brand:focus {
	text-decoration: none;
	}
	.navbar-brand > img {
	display: block;
	}
	@media (min-width: 541px) {
	.navbar > .container .navbar-brand,
	.navbar > .container-fluid .navbar-brand {
	margin-left: 0px;
	}
	}
	.navbar-toggle {
	position: relative;
	float: right;
	margin-right: 0px;
	padding: 9px 10px;
	margin-top: -2px;
	margin-bottom: -2px;
	background-color: transparent;
	background-image: none;
	border: 1px solid transparent;
	border-radius: 2px;
	}
	.navbar-toggle:focus {
	outline: 0;
	}
	.navbar-toggle .icon-bar {
	display: block;
	width: 22px;
	height: 2px;
	border-radius: 1px;
	}
	.navbar-toggle .icon-bar + .icon-bar {
	margin-top: 4px;
	}
	@media (min-width: 541px) {
	.navbar-toggle {
	display: none;
	}
	}
	.navbar-nav {
	margin: 3px 0px;
	}
	.navbar-nav > li > a {
	padding-top: 10px;
	padding-bottom: 10px;
	line-height: 18px;
	}
	@media (max-width: 540px) {
	.navbar-nav .open .dropdown-menu {
	position: static;
	float: none;
	width: auto;
	margin-top: 0;
	background-color: transparent;
	border: 0;
	box-shadow: none;
	}
	.navbar-nav .open .dropdown-menu > li > a,
	.navbar-nav .open .dropdown-menu .dropdown-header {
	padding: 5px 15px 5px 25px;
	}
	.navbar-nav .open .dropdown-menu > li > a {
	line-height: 18px;
	}
	.navbar-nav .open .dropdown-menu > li > a:hover,
	.navbar-nav .open .dropdown-menu > li > a:focus {
	background-image: none;
	}
	}
	@media (min-width: 541px) {
	.navbar-nav {
	float: left;
	margin: 0;
	}
	.navbar-nav > li {
	float: left;
	}
	.navbar-nav > li > a {
	padding-top: 6px;
	padding-bottom: 6px;
	}
	}
	.navbar-form {
	margin-left: 0px;
	margin-right: 0px;
	padding: 10px 0px;
	border-top: 1px solid transparent;
	border-bottom: 1px solid transparent;
	-webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
	box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
	margin-top: -1px;
	margin-bottom: -1px;
	}
	@media (min-width: 768px) {
	.navbar-form .form-group {
	display: inline-block;
	margin-bottom: 0;
	vertical-align: middle;
	}
	.navbar-form .form-control {
	display: inline-block;
	width: auto;
	vertical-align: middle;
	}
	.navbar-form .form-control-static {
	display: inline-block;
	}
	.navbar-form .input-group {
	display: inline-table;
	vertical-align: middle;
	}
	.navbar-form .input-group .input-group-addon,
	.navbar-form .input-group .input-group-btn,
	.navbar-form .input-group .form-control {
	width: auto;
	}
	.navbar-form .input-group > .form-control {
	width: 100%;
	}
	.navbar-form .control-label {
	margin-bottom: 0;
	vertical-align: middle;
	}
	.navbar-form .radio,
	.navbar-form .checkbox {
	display: inline-block;
	margin-top: 0;
	margin-bottom: 0;
	vertical-align: middle;
	}
	.navbar-form .radio label,
	.navbar-form .checkbox label {
	padding-left: 0;
	}
	.navbar-form .radio input[type="radio"],
	.navbar-form .checkbox input[type="checkbox"] {
	position: relative;
	margin-left: 0;
	}
	.navbar-form .has-feedback .form-control-feedback {
	top: 0;
	}
	}
	@media (max-width: 540px) {
	.navbar-form .form-group {
	margin-bottom: 5px;
	}
	.navbar-form .form-group:last-child {
	margin-bottom: 0;
	}
	}
	@media (min-width: 541px) {
	.navbar-form {
	width: auto;
	border: 0;
	margin-left: 0;
	margin-right: 0;
	padding-top: 0;
	padding-bottom: 0;
	-webkit-box-shadow: none;
	box-shadow: none;
	}
	}
	.navbar-nav > li > .dropdown-menu {
	margin-top: 0;
	border-top-right-radius: 0;
	border-top-left-radius: 0;
	}
	.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
	margin-bottom: 0;
	border-top-right-radius: 2px;
	border-top-left-radius: 2px;
	border-bottom-right-radius: 0;
	border-bottom-left-radius: 0;
	}
	.navbar-btn {
	margin-top: -1px;
	margin-bottom: -1px;
	}
	.navbar-btn.btn-sm {
	margin-top: 0px;
	margin-bottom: 0px;
	}
	.navbar-btn.btn-xs {
	margin-top: 4px;
	margin-bottom: 4px;
	}
	.navbar-text {
	margin-top: 6px;
	margin-bottom: 6px;
	}
	@media (min-width: 541px) {
	.navbar-text {
	float: left;
	margin-left: 0px;
	margin-right: 0px;
	}
	}
	@media (min-width: 541px) {
	.navbar-left {
	float: left !important;
	float: left;
	}
	.navbar-right {
	float: right !important;
	float: right;
	margin-right: 0px;
	}
	.navbar-right ~ .navbar-right {
	margin-right: 0;
	}
	}
	.navbar-default {
	background-color: #f8f8f8;
	border-color: #e7e7e7;
	}
	.navbar-default .navbar-brand {
	color: #777;
	}
	.navbar-default .navbar-brand:hover,
	.navbar-default .navbar-brand:focus {
	color: #5e5e5e;
	background-color: transparent;
	}
	.navbar-default .navbar-text {
	color: #777;
	}
	.navbar-default .navbar-nav > li > a {
	color: #777;
	}
	.navbar-default .navbar-nav > li > a:hover,
	.navbar-default .navbar-nav > li > a:focus {
	color: #333;
	background-color: transparent;
	}
	.navbar-default .navbar-nav > .active > a,
	.navbar-default .navbar-nav > .active > a:hover,
	.navbar-default .navbar-nav > .active > a:focus {
	color: #555;
	background-color: #e7e7e7;
	}
	.navbar-default .navbar-nav > .disabled > a,
	.navbar-default .navbar-nav > .disabled > a:hover,
	.navbar-default .navbar-nav > .disabled > a:focus {
	color: #ccc;
	background-color: transparent;
	}
	.navbar-default .navbar-toggle {
	border-color: #ddd;
	}
	.navbar-default .navbar-toggle:hover,
	.navbar-default .navbar-toggle:focus {
	background-color: #ddd;
	}
	.navbar-default .navbar-toggle .icon-bar {
	background-color: #888;
	}
	.navbar-default .navbar-collapse,
	.navbar-default .navbar-form {
	border-color: #e7e7e7;
	}
	.navbar-default .navbar-nav > .open > a,
	.navbar-default .navbar-nav > .open > a:hover,
	.navbar-default .navbar-nav > .open > a:focus {
	background-color: #e7e7e7;
	color: #555;
	}
	@media (max-width: 540px) {
	.navbar-default .navbar-nav .open .dropdown-menu > li > a {
	color: #777;
	}
	.navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
	.navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
	color: #333;
	background-color: transparent;
	}
	.navbar-default .navbar-nav .open .dropdown-menu > .active > a,
	.navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
	.navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
	color: #555;
	background-color: #e7e7e7;
	}
	.navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
	.navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
	.navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
	color: #ccc;
	background-color: transparent;
	}
	}
	.navbar-default .navbar-link {
	color: #777;
	}
	.navbar-default .navbar-link:hover {
	color: #333;
	}
	.navbar-default .btn-link {
	color: #777;
	}
	.navbar-default .btn-link:hover,
	.navbar-default .btn-link:focus {
	color: #333;
	}
	.navbar-default .btn-link[disabled]:hover,
	fieldset[disabled] .navbar-default .btn-link:hover,
	.navbar-default .btn-link[disabled]:focus,
	fieldset[disabled] .navbar-default .btn-link:focus {
	color: #ccc;
	}
	.navbar-inverse {
	background-color: #222;
	border-color: #080808;
	}
	.navbar-inverse .navbar-brand {
	color: #9d9d9d;
	}
	.navbar-inverse .navbar-brand:hover,
	.navbar-inverse .navbar-brand:focus {
	color: #fff;
	background-color: transparent;
	}
	.navbar-inverse .navbar-text {
	color: #9d9d9d;
	}
	.navbar-inverse .navbar-nav > li > a {
	color: #9d9d9d;
	}
	.navbar-inverse .navbar-nav > li > a:hover,
	.navbar-inverse .navbar-nav > li > a:focus {
	color: #fff;
	background-color: transparent;
	}
	.navbar-inverse .navbar-nav > .active > a,
	.navbar-inverse .navbar-nav > .active > a:hover,
	.navbar-inverse .navbar-nav > .active > a:focus {
	color: #fff;
	background-color: #080808;
	}
	.navbar-inverse .navbar-nav > .disabled > a,
	.navbar-inverse .navbar-nav > .disabled > a:hover,
	.navbar-inverse .navbar-nav > .disabled > a:focus {
	color: #444;
	background-color: transparent;
	}
	.navbar-inverse .navbar-toggle {
	border-color: #333;
	}
	.navbar-inverse .navbar-toggle:hover,
	.navbar-inverse .navbar-toggle:focus {
	background-color: #333;
	}
	.navbar-inverse .navbar-toggle .icon-bar {
	background-color: #fff;
	}
	.navbar-inverse .navbar-collapse,
	.navbar-inverse .navbar-form {
	border-color: #101010;
	}
	.navbar-inverse .navbar-nav > .open > a,
	.navbar-inverse .navbar-nav > .open > a:hover,
	.navbar-inverse .navbar-nav > .open > a:focus {
	background-color: #080808;
	color: #fff;
	}
	@media (max-width: 540px) {
	.navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
	border-color: #080808;
	}
	.navbar-inverse .navbar-nav .open .dropdown-menu .divider {
	background-color: #080808;
	}
	.navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
	color: #9d9d9d;
	}
	.navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
	.navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
	color: #fff;
	background-color: transparent;
	}
	.navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
	.navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
	.navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
	color: #fff;
	background-color: #080808;
	}
	.navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
	.navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
	.navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
	color: #444;
	background-color: transparent;
	}
	}
	.navbar-inverse .navbar-link {
	color: #9d9d9d;
	}
	.navbar-inverse .navbar-link:hover {
	color: #fff;
	}
	.navbar-inverse .btn-link {
	color: #9d9d9d;
	}
	.navbar-inverse .btn-link:hover,
	.navbar-inverse .btn-link:focus {
	color: #fff;
	}
	.navbar-inverse .btn-link[disabled]:hover,
	fieldset[disabled] .navbar-inverse .btn-link:hover,
	.navbar-inverse .btn-link[disabled]:focus,
	fieldset[disabled] .navbar-inverse .btn-link:focus {
	color: #444;
	}
	.breadcrumb {
	padding: 8px 15px;
	margin-bottom: 18px;
	list-style: none;
	background-color: #f5f5f5;
	border-radius: 2px;
	}
	.breadcrumb > li {
	display: inline-block;
	}
	.breadcrumb > li + li:before {
	content: "/\00a0";
	padding: 0 5px;
	color: #5e5e5e;
	}
	.breadcrumb > .active {
	color: #777777;
	}
	.pagination {
	display: inline-block;
	padding-left: 0;
	margin: 18px 0;
	border-radius: 2px;
	}
	.pagination > li {
	display: inline;
	}
	.pagination > li > a,
	.pagination > li > span {
	position: relative;
	float: left;
	padding: 6px 12px;
	line-height: 1.42857143;
	text-decoration: none;
	color: #337ab7;
	background-color: #fff;
	border: 1px solid #ddd;
	margin-left: -1px;
	}
	.pagination > li:first-child > a,
	.pagination > li:first-child > span {
	margin-left: 0;
	border-bottom-left-radius: 2px;
	border-top-left-radius: 2px;
	}
	.pagination > li:last-child > a,
	.pagination > li:last-child > span {
	border-bottom-right-radius: 2px;
	border-top-right-radius: 2px;
	}
	.pagination > li > a:hover,
	.pagination > li > span:hover,
	.pagination > li > a:focus,
	.pagination > li > span:focus {
	z-index: 2;
	color: #23527c;
	background-color: #eeeeee;
	border-color: #ddd;
	}
	.pagination > .active > a,
	.pagination > .active > span,
	.pagination > .active > a:hover,
	.pagination > .active > span:hover,
	.pagination > .active > a:focus,
	.pagination > .active > span:focus {
	z-index: 3;
	color: #fff;
	background-color: #337ab7;
	border-color: #337ab7;
	cursor: default;
	}
	.pagination > .disabled > span,
	.pagination > .disabled > span:hover,
	.pagination > .disabled > span:focus,
	.pagination > .disabled > a,
	.pagination > .disabled > a:hover,
	.pagination > .disabled > a:focus {
	color: #777777;
	background-color: #fff;
	border-color: #ddd;
	cursor: not-allowed;
	}
	.pagination-lg > li > a,
	.pagination-lg > li > span {
	padding: 10px 16px;
	font-size: 17px;
	line-height: 1.3333333;
	}
	.pagination-lg > li:first-child > a,
	.pagination-lg > li:first-child > span {
	border-bottom-left-radius: 3px;
	border-top-left-radius: 3px;
	}
	.pagination-lg > li:last-child > a,
	.pagination-lg > li:last-child > span {
	border-bottom-right-radius: 3px;
	border-top-right-radius: 3px;
	}
	.pagination-sm > li > a,
	.pagination-sm > li > span {
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	}
	.pagination-sm > li:first-child > a,
	.pagination-sm > li:first-child > span {
	border-bottom-left-radius: 1px;
	border-top-left-radius: 1px;
	}
	.pagination-sm > li:last-child > a,
	.pagination-sm > li:last-child > span {
	border-bottom-right-radius: 1px;
	border-top-right-radius: 1px;
	}
	.pager {
	padding-left: 0;
	margin: 18px 0;
	list-style: none;
	text-align: center;
	}
	.pager li {
	display: inline;
	}
	.pager li > a,
	.pager li > span {
	display: inline-block;
	padding: 5px 14px;
	background-color: #fff;
	border: 1px solid #ddd;
	border-radius: 15px;
	}
	.pager li > a:hover,
	.pager li > a:focus {
	text-decoration: none;
	background-color: #eeeeee;
	}
	.pager .next > a,
	.pager .next > span {
	float: right;
	}
	.pager .previous > a,
	.pager .previous > span {
	float: left;
	}
	.pager .disabled > a,
	.pager .disabled > a:hover,
	.pager .disabled > a:focus,
	.pager .disabled > span {
	color: #777777;
	background-color: #fff;
	cursor: not-allowed;
	}
	.label {
	display: inline;
	padding: .2em .6em .3em;
	font-size: 75%;
	font-weight: bold;
	line-height: 1;
	color: #fff;
	text-align: center;
	white-space: nowrap;
	vertical-align: baseline;
	border-radius: .25em;
	}
	a.label:hover,
	a.label:focus {
	color: #fff;
	text-decoration: none;
	cursor: pointer;
	}
	.label:empty {
	display: none;
	}
	.btn .label {
	position: relative;
	top: -1px;
	}
	.label-default {
	background-color: #777777;
	}
	.label-default[href]:hover,
	.label-default[href]:focus {
	background-color: #5e5e5e;
	}
	.label-primary {
	background-color: #337ab7;
	}
	.label-primary[href]:hover,
	.label-primary[href]:focus {
	background-color: #286090;
	}
	.label-success {
	background-color: #5cb85c;
	}
	.label-success[href]:hover,
	.label-success[href]:focus {
	background-color: #449d44;
	}
	.label-info {
	background-color: #5bc0de;
	}
	.label-info[href]:hover,
	.label-info[href]:focus {
	background-color: #31b0d5;
	}
	.label-warning {
	background-color: #f0ad4e;
	}
	.label-warning[href]:hover,
	.label-warning[href]:focus {
	background-color: #ec971f;
	}
	.label-danger {
	background-color: #d9534f;
	}
	.label-danger[href]:hover,
	.label-danger[href]:focus {
	background-color: #c9302c;
	}
	.badge {
	display: inline-block;
	min-width: 10px;
	padding: 3px 7px;
	font-size: 12px;
	font-weight: bold;
	color: #fff;
	line-height: 1;
	vertical-align: middle;
	white-space: nowrap;
	text-align: center;
	background-color: #777777;
	border-radius: 10px;
	}
	.badge:empty {
	display: none;
	}
	.btn .badge {
	position: relative;
	top: -1px;
	}
	.btn-xs .badge,
	.btn-group-xs > .btn .badge {
	top: 0;
	padding: 1px 5px;
	}
	a.badge:hover,
	a.badge:focus {
	color: #fff;
	text-decoration: none;
	cursor: pointer;
	}
	.list-group-item.active > .badge,
	.nav-pills > .active > a > .badge {
	color: #337ab7;
	background-color: #fff;
	}
	.list-group-item > .badge {
	float: right;
	}
	.list-group-item > .badge + .badge {
	margin-right: 5px;
	}
	.nav-pills > li > a > .badge {
	margin-left: 3px;
	}
	.jumbotron {
	padding-top: 30px;
	padding-bottom: 30px;
	margin-bottom: 30px;
	color: inherit;
	background-color: #eeeeee;
	}
	.jumbotron h1,
	.jumbotron .h1 {
	color: inherit;
	}
	.jumbotron p {
	margin-bottom: 15px;
	font-size: 20px;
	font-weight: 200;
	}
	.jumbotron > hr {
	border-top-color: #d5d5d5;
	}
	.container .jumbotron,
	.container-fluid .jumbotron {
	border-radius: 3px;
	padding-left: 0px;
	padding-right: 0px;
	}
	.jumbotron .container {
	max-width: 100%;
	}
	@media screen and (min-width: 768px) {
	.jumbotron {
	padding-top: 48px;
	padding-bottom: 48px;
	}
	.container .jumbotron,
	.container-fluid .jumbotron {
	padding-left: 60px;
	padding-right: 60px;
	}
	.jumbotron h1,
	.jumbotron .h1 {
	font-size: 59px;
	}
	}
	.thumbnail {
	display: block;
	padding: 4px;
	margin-bottom: 18px;
	line-height: 1.42857143;
	background-color: #fff;
	border: 1px solid #ddd;
	border-radius: 2px;
	-webkit-transition: border 0.2s ease-in-out;
	-o-transition: border 0.2s ease-in-out;
	transition: border 0.2s ease-in-out;
	}
	.thumbnail > img,
	.thumbnail a > img {
	margin-left: auto;
	margin-right: auto;
	}
	a.thumbnail:hover,
	a.thumbnail:focus,
	a.thumbnail.active {
	border-color: #337ab7;
	}
	.thumbnail .caption {
	padding: 9px;
	color: #000;
	}
	.alert {
	padding: 15px;
	margin-bottom: 18px;
	border: 1px solid transparent;
	border-radius: 2px;
	}
	.alert h4 {
	margin-top: 0;
	color: inherit;
	}
	.alert .alert-link {
	font-weight: bold;
	}
	.alert > p,
	.alert > ul {
	margin-bottom: 0;
	}
	.alert > p + p {
	margin-top: 5px;
	}
	.alert-dismissable,
	.alert-dismissible {
	padding-right: 35px;
	}
	.alert-dismissable .close,
	.alert-dismissible .close {
	position: relative;
	top: -2px;
	right: -21px;
	color: inherit;
	}
	.alert-success {
	background-color: #dff0d8;
	border-color: #d6e9c6;
	color: #3c763d;
	}
	.alert-success hr {
	border-top-color: #c9e2b3;
	}
	.alert-success .alert-link {
	color: #2b542c;
	}
	.alert-info {
	background-color: #d9edf7;
	border-color: #bce8f1;
	color: #31708f;
	}
	.alert-info hr {
	border-top-color: #a6e1ec;
	}
	.alert-info .alert-link {
	color: #245269;
	}
	.alert-warning {
	background-color: #fcf8e3;
	border-color: #faebcc;
	color: #8a6d3b;
	}
	.alert-warning hr {
	border-top-color: #f7e1b5;
	}
	.alert-warning .alert-link {
	color: #66512c;
	}
	.alert-danger {
	background-color: #f2dede;
	border-color: #ebccd1;
	color: #a94442;
	}
	.alert-danger hr {
	border-top-color: #e4b9c0;
	}
	.alert-danger .alert-link {
	color: #843534;
	}
	@-webkit-keyframes progress-bar-stripes {
	from {
	background-position: 40px 0;
	}
	to {
	background-position: 0 0;
	}
	}
	@keyframes progress-bar-stripes {
	from {
	background-position: 40px 0;
	}
	to {
	background-position: 0 0;
	}
	}
	.progress {
	overflow: hidden;
	height: 18px;
	margin-bottom: 18px;
	background-color: #f5f5f5;
	border-radius: 2px;
	-webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
	box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
	}
	.progress-bar {
	float: left;
	width: 0%;
	height: 100%;
	font-size: 12px;
	line-height: 18px;
	color: #fff;
	text-align: center;
	background-color: #337ab7;
	-webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
	box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
	-webkit-transition: width 0.6s ease;
	-o-transition: width 0.6s ease;
	transition: width 0.6s ease;
	}
	.progress-striped .progress-bar,
	.progress-bar-striped {
	background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-size: 40px 40px;
	}
	.progress.active .progress-bar,
	.progress-bar.active {
	-webkit-animation: progress-bar-stripes 2s linear infinite;
	-o-animation: progress-bar-stripes 2s linear infinite;
	animation: progress-bar-stripes 2s linear infinite;
	}
	.progress-bar-success {
	background-color: #5cb85c;
	}
	.progress-striped .progress-bar-success {
	background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	}
	.progress-bar-info {
	background-color: #5bc0de;
	}
	.progress-striped .progress-bar-info {
	background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	}
	.progress-bar-warning {
	background-color: #f0ad4e;
	}
	.progress-striped .progress-bar-warning {
	background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	}
	.progress-bar-danger {
	background-color: #d9534f;
	}
	.progress-striped .progress-bar-danger {
	background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	}
	.media {
	margin-top: 15px;
	}
	.media:first-child {
	margin-top: 0;
	}
	.media,
	.media-body {
	zoom: 1;
	overflow: hidden;
	}
	.media-body {
	width: 10000px;
	}
	.media-object {
	display: block;
	}
	.media-object.img-thumbnail {
	max-width: none;
	}
	.media-right,
	.media > .pull-right {
	padding-left: 10px;
	}
	.media-left,
	.media > .pull-left {
	padding-right: 10px;
	}
	.media-left,
	.media-right,
	.media-body {
	display: table-cell;
	vertical-align: top;
	}
	.media-middle {
	vertical-align: middle;
	}
	.media-bottom {
	vertical-align: bottom;
	}
	.media-heading {
	margin-top: 0;
	margin-bottom: 5px;
	}
	.media-list {
	padding-left: 0;
	list-style: none;
	}
	.list-group {
	margin-bottom: 20px;
	padding-left: 0;
	}
	.list-group-item {
	position: relative;
	display: block;
	padding: 10px 15px;
	margin-bottom: -1px;
	background-color: #fff;
	border: 1px solid #ddd;
	}
	.list-group-item:first-child {
	border-top-right-radius: 2px;
	border-top-left-radius: 2px;
	}
	.list-group-item:last-child {
	margin-bottom: 0;
	border-bottom-right-radius: 2px;
	border-bottom-left-radius: 2px;
	}
	a.list-group-item,
	button.list-group-item {
	color: #555;
	}
	a.list-group-item .list-group-item-heading,
	button.list-group-item .list-group-item-heading {
	color: #333;
	}
	a.list-group-item:hover,
	button.list-group-item:hover,
	a.list-group-item:focus,
	button.list-group-item:focus {
	text-decoration: none;
	color: #555;
	background-color: #f5f5f5;
	}
	button.list-group-item {
	width: 100%;
	text-align: left;
	}
	.list-group-item.disabled,
	.list-group-item.disabled:hover,
	.list-group-item.disabled:focus {
	background-color: #eeeeee;
	color: #777777;
	cursor: not-allowed;
	}
	.list-group-item.disabled .list-group-item-heading,
	.list-group-item.disabled:hover .list-group-item-heading,
	.list-group-item.disabled:focus .list-group-item-heading {
	color: inherit;
	}
	.list-group-item.disabled .list-group-item-text,
	.list-group-item.disabled:hover .list-group-item-text,
	.list-group-item.disabled:focus .list-group-item-text {
	color: #777777;
	}
	.list-group-item.active,
	.list-group-item.active:hover,
	.list-group-item.active:focus {
	z-index: 2;
	color: #fff;
	background-color: #337ab7;
	border-color: #337ab7;
	}
	.list-group-item.active .list-group-item-heading,
	.list-group-item.active:hover .list-group-item-heading,
	.list-group-item.active:focus .list-group-item-heading,
	.list-group-item.active .list-group-item-heading > small,
	.list-group-item.active:hover .list-group-item-heading > small,
	.list-group-item.active:focus .list-group-item-heading > small,
	.list-group-item.active .list-group-item-heading > .small,
	.list-group-item.active:hover .list-group-item-heading > .small,
	.list-group-item.active:focus .list-group-item-heading > .small {
	color: inherit;
	}
	.list-group-item.active .list-group-item-text,
	.list-group-item.active:hover .list-group-item-text,
	.list-group-item.active:focus .list-group-item-text {
	color: #c7ddef;
	}
	.list-group-item-success {
	color: #3c763d;
	background-color: #dff0d8;
	}
	a.list-group-item-success,
	button.list-group-item-success {
	color: #3c763d;
	}
	a.list-group-item-success .list-group-item-heading,
	button.list-group-item-success .list-group-item-heading {
	color: inherit;
	}
	a.list-group-item-success:hover,
	button.list-group-item-success:hover,
	a.list-group-item-success:focus,
	button.list-group-item-success:focus {
	color: #3c763d;
	background-color: #d0e9c6;
	}
	a.list-group-item-success.active,
	button.list-group-item-success.active,
	a.list-group-item-success.active:hover,
	button.list-group-item-success.active:hover,
	a.list-group-item-success.active:focus,
	button.list-group-item-success.active:focus {
	color: #fff;
	background-color: #3c763d;
	border-color: #3c763d;
	}
	.list-group-item-info {
	color: #31708f;
	background-color: #d9edf7;
	}
	a.list-group-item-info,
	button.list-group-item-info {
	color: #31708f;
	}
	a.list-group-item-info .list-group-item-heading,
	button.list-group-item-info .list-group-item-heading {
	color: inherit;
	}
	a.list-group-item-info:hover,
	button.list-group-item-info:hover,
	a.list-group-item-info:focus,
	button.list-group-item-info:focus {
	color: #31708f;
	background-color: #c4e3f3;
	}
	a.list-group-item-info.active,
	button.list-group-item-info.active,
	a.list-group-item-info.active:hover,
	button.list-group-item-info.active:hover,
	a.list-group-item-info.active:focus,
	button.list-group-item-info.active:focus {
	color: #fff;
	background-color: #31708f;
	border-color: #31708f;
	}
	.list-group-item-warning {
	color: #8a6d3b;
	background-color: #fcf8e3;
	}
	a.list-group-item-warning,
	button.list-group-item-warning {
	color: #8a6d3b;
	}
	a.list-group-item-warning .list-group-item-heading,
	button.list-group-item-warning .list-group-item-heading {
	color: inherit;
	}
	a.list-group-item-warning:hover,
	button.list-group-item-warning:hover,
	a.list-group-item-warning:focus,
	button.list-group-item-warning:focus {
	color: #8a6d3b;
	background-color: #faf2cc;
	}
	a.list-group-item-warning.active,
	button.list-group-item-warning.active,
	a.list-group-item-warning.active:hover,
	button.list-group-item-warning.active:hover,
	a.list-group-item-warning.active:focus,
	button.list-group-item-warning.active:focus {
	color: #fff;
	background-color: #8a6d3b;
	border-color: #8a6d3b;
	}
	.list-group-item-danger {
	color: #a94442;
	background-color: #f2dede;
	}
	a.list-group-item-danger,
	button.list-group-item-danger {
	color: #a94442;
	}
	a.list-group-item-danger .list-group-item-heading,
	button.list-group-item-danger .list-group-item-heading {
	color: inherit;
	}
	a.list-group-item-danger:hover,
	button.list-group-item-danger:hover,
	a.list-group-item-danger:focus,
	button.list-group-item-danger:focus {
	color: #a94442;
	background-color: #ebcccc;
	}
	a.list-group-item-danger.active,
	button.list-group-item-danger.active,
	a.list-group-item-danger.active:hover,
	button.list-group-item-danger.active:hover,
	a.list-group-item-danger.active:focus,
	button.list-group-item-danger.active:focus {
	color: #fff;
	background-color: #a94442;
	border-color: #a94442;
	}
	.list-group-item-heading {
	margin-top: 0;
	margin-bottom: 5px;
	}
	.list-group-item-text {
	margin-bottom: 0;
	line-height: 1.3;
	}
	.panel {
	margin-bottom: 18px;
	background-color: #fff;
	border: 1px solid transparent;
	border-radius: 2px;
	-webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
	box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
	}
	.panel-body {
	padding: 15px;
	}
	.panel-heading {
	padding: 10px 15px;
	border-bottom: 1px solid transparent;
	border-top-right-radius: 1px;
	border-top-left-radius: 1px;
	}
	.panel-heading > .dropdown .dropdown-toggle {
	color: inherit;
	}
	.panel-title {
	margin-top: 0;
	margin-bottom: 0;
	font-size: 15px;
	color: inherit;
	}
	.panel-title > a,
	.panel-title > small,
	.panel-title > .small,
	.panel-title > small > a,
	.panel-title > .small > a {
	color: inherit;
	}
	.panel-footer {
	padding: 10px 15px;
	background-color: #f5f5f5;
	border-top: 1px solid #ddd;
	border-bottom-right-radius: 1px;
	border-bottom-left-radius: 1px;
	}
	.panel > .list-group,
	.panel > .panel-collapse > .list-group {
	margin-bottom: 0;
	}
	.panel > .list-group .list-group-item,
	.panel > .panel-collapse > .list-group .list-group-item {
	border-width: 1px 0;
	border-radius: 0;
	}
	.panel > .list-group:first-child .list-group-item:first-child,
	.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
	border-top: 0;
	border-top-right-radius: 1px;
	border-top-left-radius: 1px;
	}
	.panel > .list-group:last-child .list-group-item:last-child,
	.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
	border-bottom: 0;
	border-bottom-right-radius: 1px;
	border-bottom-left-radius: 1px;
	}
	.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
	border-top-right-radius: 0;
	border-top-left-radius: 0;
	}
	.panel-heading + .list-group .list-group-item:first-child {
	border-top-width: 0;
	}
	.list-group + .panel-footer {
	border-top-width: 0;
	}
	.panel > .table,
	.panel > .table-responsive > .table,
	.panel > .panel-collapse > .table {
	margin-bottom: 0;
	}
	.panel > .table caption,
	.panel > .table-responsive > .table caption,
	.panel > .panel-collapse > .table caption {
	padding-left: 15px;
	padding-right: 15px;
	}
	.panel > .table:first-child,
	.panel > .table-responsive:first-child > .table:first-child {
	border-top-right-radius: 1px;
	border-top-left-radius: 1px;
	}
	.panel > .table:first-child > thead:first-child > tr:first-child,
	.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
	.panel > .table:first-child > tbody:first-child > tr:first-child,
	.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
	border-top-left-radius: 1px;
	border-top-right-radius: 1px;
	}
	.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
	.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
	.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
	.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
	.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
	.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
	.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
	.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
	border-top-left-radius: 1px;
	}
	.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
	.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
	.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
	.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
	.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
	.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
	.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
	.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
	border-top-right-radius: 1px;
	}
	.panel > .table:last-child,
	.panel > .table-responsive:last-child > .table:last-child {
	border-bottom-right-radius: 1px;
	border-bottom-left-radius: 1px;
	}
	.panel > .table:last-child > tbody:last-child > tr:last-child,
	.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
	.panel > .table:last-child > tfoot:last-child > tr:last-child,
	.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
	border-bottom-left-radius: 1px;
	border-bottom-right-radius: 1px;
	}
	.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
	.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
	.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
	.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
	.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
	.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
	.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
	.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
	border-bottom-left-radius: 1px;
	}
	.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
	.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
	.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
	.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
	.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
	.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
	.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
	.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
	border-bottom-right-radius: 1px;
	}
	.panel > .panel-body + .table,
	.panel > .panel-body + .table-responsive,
	.panel > .table + .panel-body,
	.panel > .table-responsive + .panel-body {
	border-top: 1px solid #ddd;
	}
	.panel > .table > tbody:first-child > tr:first-child th,
	.panel > .table > tbody:first-child > tr:first-child td {
	border-top: 0;
	}
	.panel > .table-bordered,
	.panel > .table-responsive > .table-bordered {
	border: 0;
	}
	.panel > .table-bordered > thead > tr > th:first-child,
	.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
	.panel > .table-bordered > tbody > tr > th:first-child,
	.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
	.panel > .table-bordered > tfoot > tr > th:first-child,
	.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
	.panel > .table-bordered > thead > tr > td:first-child,
	.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
	.panel > .table-bordered > tbody > tr > td:first-child,
	.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
	.panel > .table-bordered > tfoot > tr > td:first-child,
	.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
	border-left: 0;
	}
	.panel > .table-bordered > thead > tr > th:last-child,
	.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
	.panel > .table-bordered > tbody > tr > th:last-child,
	.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
	.panel > .table-bordered > tfoot > tr > th:last-child,
	.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
	.panel > .table-bordered > thead > tr > td:last-child,
	.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
	.panel > .table-bordered > tbody > tr > td:last-child,
	.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
	.panel > .table-bordered > tfoot > tr > td:last-child,
	.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
	border-right: 0;
	}
	.panel > .table-bordered > thead > tr:first-child > td,
	.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
	.panel > .table-bordered > tbody > tr:first-child > td,
	.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
	.panel > .table-bordered > thead > tr:first-child > th,
	.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
	.panel > .table-bordered > tbody > tr:first-child > th,
	.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
	border-bottom: 0;
	}
	.panel > .table-bordered > tbody > tr:last-child > td,
	.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
	.panel > .table-bordered > tfoot > tr:last-child > td,
	.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
	.panel > .table-bordered > tbody > tr:last-child > th,
	.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
	.panel > .table-bordered > tfoot > tr:last-child > th,
	.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
	border-bottom: 0;
	}
	.panel > .table-responsive {
	border: 0;
	margin-bottom: 0;
	}
	.panel-group {
	margin-bottom: 18px;
	}
	.panel-group .panel {
	margin-bottom: 0;
	border-radius: 2px;
	}
	.panel-group .panel + .panel {
	margin-top: 5px;
	}
	.panel-group .panel-heading {
	border-bottom: 0;
	}
	.panel-group .panel-heading + .panel-collapse > .panel-body,
	.panel-group .panel-heading + .panel-collapse > .list-group {
	border-top: 1px solid #ddd;
	}
	.panel-group .panel-footer {
	border-top: 0;
	}
	.panel-group .panel-footer + .panel-collapse .panel-body {
	border-bottom: 1px solid #ddd;
	}
	.panel-default {
	border-color: #ddd;
	}
	.panel-default > .panel-heading {
	color: #333333;
	background-color: #f5f5f5;
	border-color: #ddd;
	}
	.panel-default > .panel-heading + .panel-collapse > .panel-body {
	border-top-color: #ddd;
	}
	.panel-default > .panel-heading .badge {
	color: #f5f5f5;
	background-color: #333333;
	}
	.panel-default > .panel-footer + .panel-collapse > .panel-body {
	border-bottom-color: #ddd;
	}
	.panel-primary {
	border-color: #337ab7;
	}
	.panel-primary > .panel-heading {
	color: #fff;
	background-color: #337ab7;
	border-color: #337ab7;
	}
	.panel-primary > .panel-heading + .panel-collapse > .panel-body {
	border-top-color: #337ab7;
	}
	.panel-primary > .panel-heading .badge {
	color: #337ab7;
	background-color: #fff;
	}
	.panel-primary > .panel-footer + .panel-collapse > .panel-body {
	border-bottom-color: #337ab7;
	}
	.panel-success {
	border-color: #d6e9c6;
	}
	.panel-success > .panel-heading {
	color: #3c763d;
	background-color: #dff0d8;
	border-color: #d6e9c6;
	}
	.panel-success > .panel-heading + .panel-collapse > .panel-body {
	border-top-color: #d6e9c6;
	}
	.panel-success > .panel-heading .badge {
	color: #dff0d8;
	background-color: #3c763d;
	}
	.panel-success > .panel-footer + .panel-collapse > .panel-body {
	border-bottom-color: #d6e9c6;
	}
	.panel-info {
	border-color: #bce8f1;
	}
	.panel-info > .panel-heading {
	color: #31708f;
	background-color: #d9edf7;
	border-color: #bce8f1;
	}
	.panel-info > .panel-heading + .panel-collapse > .panel-body {
	border-top-color: #bce8f1;
	}
	.panel-info > .panel-heading .badge {
	color: #d9edf7;
	background-color: #31708f;
	}
	.panel-info > .panel-footer + .panel-collapse > .panel-body {
	border-bottom-color: #bce8f1;
	}
	.panel-warning {
	border-color: #faebcc;
	}
	.panel-warning > .panel-heading {
	color: #8a6d3b;
	background-color: #fcf8e3;
	border-color: #faebcc;
	}
	.panel-warning > .panel-heading + .panel-collapse > .panel-body {
	border-top-color: #faebcc;
	}
	.panel-warning > .panel-heading .badge {
	color: #fcf8e3;
	background-color: #8a6d3b;
	}
	.panel-warning > .panel-footer + .panel-collapse > .panel-body {
	border-bottom-color: #faebcc;
	}
	.panel-danger {
	border-color: #ebccd1;
	}
	.panel-danger > .panel-heading {
	color: #a94442;
	background-color: #f2dede;
	border-color: #ebccd1;
	}
	.panel-danger > .panel-heading + .panel-collapse > .panel-body {
	border-top-color: #ebccd1;
	}
	.panel-danger > .panel-heading .badge {
	color: #f2dede;
	background-color: #a94442;
	}
	.panel-danger > .panel-footer + .panel-collapse > .panel-body {
	border-bottom-color: #ebccd1;
	}
	.embed-responsive {
	position: relative;
	display: block;
	height: 0;
	padding: 0;
	overflow: hidden;
	}
	.embed-responsive .embed-responsive-item,
	.embed-responsive iframe,
	.embed-responsive embed,
	.embed-responsive object,
	.embed-responsive video {
	position: absolute;
	top: 0;
	left: 0;
	bottom: 0;
	height: 100%;
	width: 100%;
	border: 0;
	}
	.embed-responsive-16by9 {
	padding-bottom: 56.25%;
	}
	.embed-responsive-4by3 {
	padding-bottom: 75%;
	}
	.well {
	min-height: 20px;
	padding: 19px;
	margin-bottom: 20px;
	background-color: #f5f5f5;
	border: 1px solid #e3e3e3;
	border-radius: 2px;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
	}
	.well blockquote {
	border-color: #ddd;
	border-color: rgba(0, 0, 0, 0.15);
	}
	.well-lg {
	padding: 24px;
	border-radius: 3px;
	}
	.well-sm {
	padding: 9px;
	border-radius: 1px;
	}
	.close {
	float: right;
	font-size: 19.5px;
	font-weight: bold;
	line-height: 1;
	color: #000;
	text-shadow: 0 1px 0 #fff;
	opacity: 0.2;
	filter: alpha(opacity=20);
	}
	.close:hover,
	.close:focus {
	color: #000;
	text-decoration: none;
	cursor: pointer;
	opacity: 0.5;
	filter: alpha(opacity=50);
	}
	button.close {
	padding: 0;
	cursor: pointer;
	background: transparent;
	border: 0;
	-webkit-appearance: none;
	}
	.modal-open {
	overflow: hidden;
	}
	.modal {
	display: none;
	overflow: hidden;
	position: fixed;
	top: 0;
	right: 0;
	bottom: 0;
	left: 0;
	z-index: 1050;
	-webkit-overflow-scrolling: touch;
	outline: 0;
	}
	.modal.fade .modal-dialog {
	-webkit-transform: translate(0, -25%);
	-ms-transform: translate(0, -25%);
	-o-transform: translate(0, -25%);
	transform: translate(0, -25%);
	-webkit-transition: -webkit-transform 0.3s ease-out;
	-moz-transition: -moz-transform 0.3s ease-out;
	-o-transition: -o-transform 0.3s ease-out;
	transition: transform 0.3s ease-out;
	}
	.modal.in .modal-dialog {
	-webkit-transform: translate(0, 0);
	-ms-transform: translate(0, 0);
	-o-transform: translate(0, 0);
	transform: translate(0, 0);
	}
	.modal-open .modal {
	overflow-x: hidden;
	overflow-y: auto;
	}
	.modal-dialog {
	position: relative;
	width: auto;
	margin: 10px;
	}
	.modal-content {
	position: relative;
	background-color: #fff;
	border: 1px solid #999;
	border: 1px solid rgba(0, 0, 0, 0.2);
	border-radius: 3px;
	-webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
	box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
	background-clip: padding-box;
	outline: 0;
	}
	.modal-backdrop {
	position: fixed;
	top: 0;
	right: 0;
	bottom: 0;
	left: 0;
	z-index: 1040;
	background-color: #000;
	}
	.modal-backdrop.fade {
	opacity: 0;
	filter: alpha(opacity=0);
	}
	.modal-backdrop.in {
	opacity: 0.5;
	filter: alpha(opacity=50);
	}
	.modal-header {
	padding: 15px;
	border-bottom: 1px solid #e5e5e5;
	}
	.modal-header .close {
	margin-top: -2px;
	}
	.modal-title {
	margin: 0;
	line-height: 1.42857143;
	}
	.modal-body {
	position: relative;
	padding: 15px;
	}
	.modal-footer {
	padding: 15px;
	text-align: right;
	border-top: 1px solid #e5e5e5;
	}
	.modal-footer .btn + .btn {
	margin-left: 5px;
	margin-bottom: 0;
	}
	.modal-footer .btn-group .btn + .btn {
	margin-left: -1px;
	}
	.modal-footer .btn-block + .btn-block {
	margin-left: 0;
	}
	.modal-scrollbar-measure {
	position: absolute;
	top: -9999px;
	width: 50px;
	height: 50px;
	overflow: scroll;
	}
	@media (min-width: 768px) {
	.modal-dialog {
	width: 600px;
	margin: 30px auto;
	}
	.modal-content {
	-webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
	box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
	}
	.modal-sm {
	width: 300px;
	}
	}
	@media (min-width: 992px) {
	.modal-lg {
	width: 900px;
	}
	}
	.tooltip {
	position: absolute;
	z-index: 1070;
	display: block;
	font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
	font-style: normal;
	font-weight: normal;
	letter-spacing: normal;
	line-break: auto;
	line-height: 1.42857143;
	text-align: left;
	text-align: start;
	text-decoration: none;
	text-shadow: none;
	text-transform: none;
	white-space: normal;
	word-break: normal;
	word-spacing: normal;
	word-wrap: normal;
	font-size: 12px;
	opacity: 0;
	filter: alpha(opacity=0);
	}
	.tooltip.in {
	opacity: 0.9;
	filter: alpha(opacity=90);
	}
	.tooltip.top {
	margin-top: -3px;
	padding: 5px 0;
	}
	.tooltip.right {
	margin-left: 3px;
	padding: 0 5px;
	}
	.tooltip.bottom {
	margin-top: 3px;
	padding: 5px 0;
	}
	.tooltip.left {
	margin-left: -3px;
	padding: 0 5px;
	}
	.tooltip-inner {
	max-width: 200px;
	padding: 3px 8px;
	color: #fff;
	text-align: center;
	background-color: #000;
	border-radius: 2px;
	}
	.tooltip-arrow {
	position: absolute;
	width: 0;
	height: 0;
	border-color: transparent;
	border-style: solid;
	}
	.tooltip.top .tooltip-arrow {
	bottom: 0;
	left: 50%;
	margin-left: -5px;
	border-width: 5px 5px 0;
	border-top-color: #000;
	}
	.tooltip.top-left .tooltip-arrow {
	bottom: 0;
	right: 5px;
	margin-bottom: -5px;
	border-width: 5px 5px 0;
	border-top-color: #000;
	}
	.tooltip.top-right .tooltip-arrow {
	bottom: 0;
	left: 5px;
	margin-bottom: -5px;
	border-width: 5px 5px 0;
	border-top-color: #000;
	}
	.tooltip.right .tooltip-arrow {
	top: 50%;
	left: 0;
	margin-top: -5px;
	border-width: 5px 5px 5px 0;
	border-right-color: #000;
	}
	.tooltip.left .tooltip-arrow {
	top: 50%;
	right: 0;
	margin-top: -5px;
	border-width: 5px 0 5px 5px;
	border-left-color: #000;
	}
	.tooltip.bottom .tooltip-arrow {
	top: 0;
	left: 50%;
	margin-left: -5px;
	border-width: 0 5px 5px;
	border-bottom-color: #000;
	}
	.tooltip.bottom-left .tooltip-arrow {
	top: 0;
	right: 5px;
	margin-top: -5px;
	border-width: 0 5px 5px;
	border-bottom-color: #000;
	}
	.tooltip.bottom-right .tooltip-arrow {
	top: 0;
	left: 5px;
	margin-top: -5px;
	border-width: 0 5px 5px;
	border-bottom-color: #000;
	}
	.popover {
	position: absolute;
	top: 0;
	left: 0;
	z-index: 1060;
	display: none;
	max-width: 276px;
	padding: 1px;
	font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
	font-style: normal;
	font-weight: normal;
	letter-spacing: normal;
	line-break: auto;
	line-height: 1.42857143;
	text-align: left;
	text-align: start;
	text-decoration: none;
	text-shadow: none;
	text-transform: none;
	white-space: normal;
	word-break: normal;
	word-spacing: normal;
	word-wrap: normal;
	font-size: 13px;
	background-color: #fff;
	background-clip: padding-box;
	border: 1px solid #ccc;
	border: 1px solid rgba(0, 0, 0, 0.2);
	border-radius: 3px;
	-webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
	box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
	}
	.popover.top {
	margin-top: -10px;
	}
	.popover.right {
	margin-left: 10px;
	}
	.popover.bottom {
	margin-top: 10px;
	}
	.popover.left {
	margin-left: -10px;
	}
	.popover-title {
	margin: 0;
	padding: 8px 14px;
	font-size: 13px;
	background-color: #f7f7f7;
	border-bottom: 1px solid #ebebeb;
	border-radius: 2px 2px 0 0;
	}
	.popover-content {
	padding: 9px 14px;
	}
	.popover > .arrow,
	.popover > .arrow:after {
	position: absolute;
	display: block;
	width: 0;
	height: 0;
	border-color: transparent;
	border-style: solid;
	}
	.popover > .arrow {
	border-width: 11px;
	}
	.popover > .arrow:after {
	border-width: 10px;
	content: "";
	}
	.popover.top > .arrow {
	left: 50%;
	margin-left: -11px;
	border-bottom-width: 0;
	border-top-color: #999999;
	border-top-color: rgba(0, 0, 0, 0.25);
	bottom: -11px;
	}
	.popover.top > .arrow:after {
	content: " ";
	bottom: 1px;
	margin-left: -10px;
	border-bottom-width: 0;
	border-top-color: #fff;
	}
	.popover.right > .arrow {
	top: 50%;
	left: -11px;
	margin-top: -11px;
	border-left-width: 0;
	border-right-color: #999999;
	border-right-color: rgba(0, 0, 0, 0.25);
	}
	.popover.right > .arrow:after {
	content: " ";
	left: 1px;
	bottom: -10px;
	border-left-width: 0;
	border-right-color: #fff;
	}
	.popover.bottom > .arrow {
	left: 50%;
	margin-left: -11px;
	border-top-width: 0;
	border-bottom-color: #999999;
	border-bottom-color: rgba(0, 0, 0, 0.25);
	top: -11px;
	}
	.popover.bottom > .arrow:after {
	content: " ";
	top: 1px;
	margin-left: -10px;
	border-top-width: 0;
	border-bottom-color: #fff;
	}
	.popover.left > .arrow {
	top: 50%;
	right: -11px;
	margin-top: -11px;
	border-right-width: 0;
	border-left-color: #999999;
	border-left-color: rgba(0, 0, 0, 0.25);
	}
	.popover.left > .arrow:after {
	content: " ";
	right: 1px;
	border-right-width: 0;
	border-left-color: #fff;
	bottom: -10px;
	}
	.carousel {
	position: relative;
	}
	.carousel-inner {
	position: relative;
	overflow: hidden;
	width: 100%;
	}
	.carousel-inner > .item {
	display: none;
	position: relative;
	-webkit-transition: 0.6s ease-in-out left;
	-o-transition: 0.6s ease-in-out left;
	transition: 0.6s ease-in-out left;
	}
	.carousel-inner > .item > img,
	.carousel-inner > .item > a > img {
	line-height: 1;
	}
	@media all and (transform-3d), (-webkit-transform-3d) {
	.carousel-inner > .item {
	-webkit-transition: -webkit-transform 0.6s ease-in-out;
	-moz-transition: -moz-transform 0.6s ease-in-out;
	-o-transition: -o-transform 0.6s ease-in-out;
	transition: transform 0.6s ease-in-out;
	-webkit-backface-visibility: hidden;
	-moz-backface-visibility: hidden;
	backface-visibility: hidden;
	-webkit-perspective: 1000px;
	-moz-perspective: 1000px;
	perspective: 1000px;
	}
	.carousel-inner > .item.next,
	.carousel-inner > .item.active.right {
	-webkit-transform: translate3d(100%, 0, 0);
	transform: translate3d(100%, 0, 0);
	left: 0;
	}
	.carousel-inner > .item.prev,
	.carousel-inner > .item.active.left {
	-webkit-transform: translate3d(-100%, 0, 0);
	transform: translate3d(-100%, 0, 0);
	left: 0;
	}
	.carousel-inner > .item.next.left,
	.carousel-inner > .item.prev.right,
	.carousel-inner > .item.active {
	-webkit-transform: translate3d(0, 0, 0);
	transform: translate3d(0, 0, 0);
	left: 0;
	}
	}
	.carousel-inner > .active,
	.carousel-inner > .next,
	.carousel-inner > .prev {
	display: block;
	}
	.carousel-inner > .active {
	left: 0;
	}
	.carousel-inner > .next,
	.carousel-inner > .prev {
	position: absolute;
	top: 0;
	width: 100%;
	}
	.carousel-inner > .next {
	left: 100%;
	}
	.carousel-inner > .prev {
	left: -100%;
	}
	.carousel-inner > .next.left,
	.carousel-inner > .prev.right {
	left: 0;
	}
	.carousel-inner > .active.left {
	left: -100%;
	}
	.carousel-inner > .active.right {
	left: 100%;
	}
	.carousel-control {
	position: absolute;
	top: 0;
	left: 0;
	bottom: 0;
	width: 15%;
	opacity: 0.5;
	filter: alpha(opacity=50);
	font-size: 20px;
	color: #fff;
	text-align: center;
	text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
	background-color: rgba(0, 0, 0, 0);
	}
	.carousel-control.left {
	background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
	background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
	background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
	background-repeat: repeat-x;
	filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
	}
	.carousel-control.right {
	left: auto;
	right: 0;
	background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
	background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
	background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
	background-repeat: repeat-x;
	filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
	}
	.carousel-control:hover,
	.carousel-control:focus {
	outline: 0;
	color: #fff;
	text-decoration: none;
	opacity: 0.9;
	filter: alpha(opacity=90);
	}
	.carousel-control .icon-prev,
	.carousel-control .icon-next,
	.carousel-control .glyphicon-chevron-left,
	.carousel-control .glyphicon-chevron-right {
	position: absolute;
	top: 50%;
	margin-top: -10px;
	z-index: 5;
	display: inline-block;
	}
	.carousel-control .icon-prev,
	.carousel-control .glyphicon-chevron-left {
	left: 50%;
	margin-left: -10px;
	}
	.carousel-control .icon-next,
	.carousel-control .glyphicon-chevron-right {
	right: 50%;
	margin-right: -10px;
	}
	.carousel-control .icon-prev,
	.carousel-control .icon-next {
	width: 20px;
	height: 20px;
	line-height: 1;
	font-family: serif;
	}
	.carousel-control .icon-prev:before {
	content: '\2039';
	}
	.carousel-control .icon-next:before {
	content: '\203a';
	}
	.carousel-indicators {
	position: absolute;
	bottom: 10px;
	left: 50%;
	z-index: 15;
	width: 60%;
	margin-left: -30%;
	padding-left: 0;
	list-style: none;
	text-align: center;
	}
	.carousel-indicators li {
	display: inline-block;
	width: 10px;
	height: 10px;
	margin: 1px;
	text-indent: -999px;
	border: 1px solid #fff;
	border-radius: 10px;
	cursor: pointer;
	background-color: #000 \9;
	background-color: rgba(0, 0, 0, 0);
	}
	.carousel-indicators .active {
	margin: 0;
	width: 12px;
	height: 12px;
	background-color: #fff;
	}
	.carousel-caption {
	position: absolute;
	left: 15%;
	right: 15%;
	bottom: 20px;
	z-index: 10;
	padding-top: 20px;
	padding-bottom: 20px;
	color: #fff;
	text-align: center;
	text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
	}
	.carousel-caption .btn {
	text-shadow: none;
	}
	@media screen and (min-width: 768px) {
	.carousel-control .glyphicon-chevron-left,
	.carousel-control .glyphicon-chevron-right,
	.carousel-control .icon-prev,
	.carousel-control .icon-next {
	width: 30px;
	height: 30px;
	margin-top: -10px;
	font-size: 30px;
	}
	.carousel-control .glyphicon-chevron-left,
	.carousel-control .icon-prev {
	margin-left: -10px;
	}
	.carousel-control .glyphicon-chevron-right,
	.carousel-control .icon-next {
	margin-right: -10px;
	}
	.carousel-caption {
	left: 20%;
	right: 20%;
	padding-bottom: 30px;
	}
	.carousel-indicators {
	bottom: 20px;
	}
	}
	.clearfix:before,
	.clearfix:after,
	.dl-horizontal dd:before,
	.dl-horizontal dd:after,
	.container:before,
	.container:after,
	.container-fluid:before,
	.container-fluid:after,
	.row:before,
	.row:after,
	.form-horizontal .form-group:before,
	.form-horizontal .form-group:after,
	.btn-toolbar:before,
	.btn-toolbar:after,
	.btn-group-vertical > .btn-group:before,
	.btn-group-vertical > .btn-group:after,
	.nav:before,
	.nav:after,
	.navbar:before,
	.navbar:after,
	.navbar-header:before,
	.navbar-header:after,
	.navbar-collapse:before,
	.navbar-collapse:after,
	.pager:before,
	.pager:after,
	.panel-body:before,
	.panel-body:after,
	.modal-header:before,
	.modal-header:after,
	.modal-footer:before,
	.modal-footer:after,
	.item_buttons:before,
	.item_buttons:after {
	content: " ";
	display: table;
	}
	.clearfix:after,
	.dl-horizontal dd:after,
	.container:after,
	.container-fluid:after,
	.row:after,
	.form-horizontal .form-group:after,
	.btn-toolbar:after,
	.btn-group-vertical > .btn-group:after,
	.nav:after,
	.navbar:after,
	.navbar-header:after,
	.navbar-collapse:after,
	.pager:after,
	.panel-body:after,
	.modal-header:after,
	.modal-footer:after,
	.item_buttons:after {
	clear: both;
	}
	.center-block {
	display: block;
	margin-left: auto;
	margin-right: auto;
	}
	.pull-right {
	float: right !important;
	}
	.pull-left {
	float: left !important;
	}
	.hide {
	display: none !important;
	}
	.show {
	display: block !important;
	}
	.invisible {
	visibility: hidden;
	}
	.text-hide {
	font: 0/0 a;
	color: transparent;
	text-shadow: none;
	background-color: transparent;
	border: 0;
	}
	.hidden {
	display: none !important;
	}
	.affix {
	position: fixed;
	}
	@-ms-viewport {
	width: device-width;
	}
	.visible-xs,
	.visible-sm,
	.visible-md,
	.visible-lg {
	display: none !important;
	}
	.visible-xs-block,
	.visible-xs-inline,
	.visible-xs-inline-block,
	.visible-sm-block,
	.visible-sm-inline,
	.visible-sm-inline-block,
	.visible-md-block,
	.visible-md-inline,
	.visible-md-inline-block,
	.visible-lg-block,
	.visible-lg-inline,
	.visible-lg-inline-block {
	display: none !important;
	}
	@media (max-width: 767px) {
	.visible-xs {
	display: block !important;
	}
	table.visible-xs {
	display: table !important;
	}
	tr.visible-xs {
	display: table-row !important;
	}
	th.visible-xs,
	td.visible-xs {
	display: table-cell !important;
	}
	}
	@media (max-width: 767px) {
	.visible-xs-block {
	display: block !important;
	}
	}
	@media (max-width: 767px) {
	.visible-xs-inline {
	display: inline !important;
	}
	}
	@media (max-width: 767px) {
	.visible-xs-inline-block {
	display: inline-block !important;
	}
	}
	@media (min-width: 768px) and (max-width: 991px) {
	.visible-sm {
	display: block !important;
	}
	table.visible-sm {
	display: table !important;
	}
	tr.visible-sm {
	display: table-row !important;
	}
	th.visible-sm,
	td.visible-sm {
	display: table-cell !important;
	}
	}
	@media (min-width: 768px) and (max-width: 991px) {
	.visible-sm-block {
	display: block !important;
	}
	}
	@media (min-width: 768px) and (max-width: 991px) {
	.visible-sm-inline {
	display: inline !important;
	}
	}
	@media (min-width: 768px) and (max-width: 991px) {
	.visible-sm-inline-block {
	display: inline-block !important;
	}
	}
	@media (min-width: 992px) and (max-width: 1199px) {
	.visible-md {
	display: block !important;
	}
	table.visible-md {
	display: table !important;
	}
	tr.visible-md {
	display: table-row !important;
	}
	th.visible-md,
	td.visible-md {
	display: table-cell !important;
	}
	}
	@media (min-width: 992px) and (max-width: 1199px) {
	.visible-md-block {
	display: block !important;
	}
	}
	@media (min-width: 992px) and (max-width: 1199px) {
	.visible-md-inline {
	display: inline !important;
	}
	}
	@media (min-width: 992px) and (max-width: 1199px) {
	.visible-md-inline-block {
	display: inline-block !important;
	}
	}
	@media (min-width: 1200px) {
	.visible-lg {
	display: block !important;
	}
	table.visible-lg {
	display: table !important;
	}
	tr.visible-lg {
	display: table-row !important;
	}
	th.visible-lg,
	td.visible-lg {
	display: table-cell !important;
	}
	}
	@media (min-width: 1200px) {
	.visible-lg-block {
	display: block !important;
	}
	}
	@media (min-width: 1200px) {
	.visible-lg-inline {
	display: inline !important;
	}
	}
	@media (min-width: 1200px) {
	.visible-lg-inline-block {
	display: inline-block !important;
	}
	}
	@media (max-width: 767px) {
	.hidden-xs {
	display: none !important;
	}
	}
	@media (min-width: 768px) and (max-width: 991px) {
	.hidden-sm {
	display: none !important;
	}
	}
	@media (min-width: 992px) and (max-width: 1199px) {
	.hidden-md {
	display: none !important;
	}
	}
	@media (min-width: 1200px) {
	.hidden-lg {
	display: none !important;
	}
	}
	.visible-print {
	display: none !important;
	}
	@media print {
	.visible-print {
	display: block !important;
	}
	table.visible-print {
	display: table !important;
	}
	tr.visible-print {
	display: table-row !important;
	}
	th.visible-print,
	td.visible-print {
	display: table-cell !important;
	}
	}
	.visible-print-block {
	display: none !important;
	}
	@media print {
	.visible-print-block {
	display: block !important;
	}
	}
	.visible-print-inline {
	display: none !important;
	}
	@media print {
	.visible-print-inline {
	display: inline !important;
	}
	}
	.visible-print-inline-block {
	display: none !important;
	}
	@media print {
	.visible-print-inline-block {
	display: inline-block !important;
	}
	}
	@media print {
	.hidden-print {
	display: none !important;
	}
	}
	/*!
	*
	* Font Awesome
	*
	*/
	/*!
	* Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
	* License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
	*/
	/* FONT PATH
	* -------------------------- */
	@font-face {
	font-family: 'FontAwesome';
	src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
	src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
	font-weight: normal;
	font-style: normal;
	}
	.fa {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	}
	/* makes the font 33% larger relative to the icon container */
	.fa-lg {
	font-size: 1.33333333em;
	line-height: 0.75em;
	vertical-align: -15%;
	}
	.fa-2x {
	font-size: 2em;
	}
	.fa-3x {
	font-size: 3em;
	}
	.fa-4x {
	font-size: 4em;
	}
	.fa-5x {
	font-size: 5em;
	}
	.fa-fw {
	width: 1.28571429em;
	text-align: center;
	}
	.fa-ul {
	padding-left: 0;
	margin-left: 2.14285714em;
	list-style-type: none;
	}
	.fa-ul > li {
	position: relative;
	}
	.fa-li {
	position: absolute;
	left: -2.14285714em;
	width: 2.14285714em;
	top: 0.14285714em;
	text-align: center;
	}
	.fa-li.fa-lg {
	left: -1.85714286em;
	}
	.fa-border {
	padding: .2em .25em .15em;
	border: solid 0.08em #eee;
	border-radius: .1em;
	}
	.fa-pull-left {
	float: left;
	}
	.fa-pull-right {
	float: right;
	}
	.fa.fa-pull-left {
	margin-right: .3em;
	}
	.fa.fa-pull-right {
	margin-left: .3em;
	}
	/* Deprecated as of 4.4.0 */
	.pull-right {
	float: right;
	}
	.pull-left {
	float: left;
	}
	.fa.pull-left {
	margin-right: .3em;
	}
	.fa.pull-right {
	margin-left: .3em;
	}
	.fa-spin {
	-webkit-animation: fa-spin 2s infinite linear;
	animation: fa-spin 2s infinite linear;
	}
	.fa-pulse {
	-webkit-animation: fa-spin 1s infinite steps(8);
	animation: fa-spin 1s infinite steps(8);
	}
	@-webkit-keyframes fa-spin {
	0% {
	-webkit-transform: rotate(0deg);
	transform: rotate(0deg);
	}
	100% {
	-webkit-transform: rotate(359deg);
	transform: rotate(359deg);
	}
	}
	@keyframes fa-spin {
	0% {
	-webkit-transform: rotate(0deg);
	transform: rotate(0deg);
	}
	100% {
	-webkit-transform: rotate(359deg);
	transform: rotate(359deg);
	}
	}
	.fa-rotate-90 {
	-ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
	-webkit-transform: rotate(90deg);
	-ms-transform: rotate(90deg);
	transform: rotate(90deg);
	}
	.fa-rotate-180 {
	-ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
	-webkit-transform: rotate(180deg);
	-ms-transform: rotate(180deg);
	transform: rotate(180deg);
	}
	.fa-rotate-270 {
	-ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
	-webkit-transform: rotate(270deg);
	-ms-transform: rotate(270deg);
	transform: rotate(270deg);
	}
	.fa-flip-horizontal {
	-ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
	-webkit-transform: scale(-1, 1);
	-ms-transform: scale(-1, 1);
	transform: scale(-1, 1);
	}
	.fa-flip-vertical {
	-ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
	-webkit-transform: scale(1, -1);
	-ms-transform: scale(1, -1);
	transform: scale(1, -1);
	}
	:root .fa-rotate-90,
	:root .fa-rotate-180,
	:root .fa-rotate-270,
	:root .fa-flip-horizontal,
	:root .fa-flip-vertical {
	filter: none;
	}
	.fa-stack {
	position: relative;
	display: inline-block;
	width: 2em;
	height: 2em;
	line-height: 2em;
	vertical-align: middle;
	}
	.fa-stack-1x,
	.fa-stack-2x {
	position: absolute;
	left: 0;
	width: 100%;
	text-align: center;
	}
	.fa-stack-1x {
	line-height: inherit;
	}
	.fa-stack-2x {
	font-size: 2em;
	}
	.fa-inverse {
	color: #fff;
	}
	/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
	readers do not read off random characters that represent icons */
	.fa-glass:before {
	content: "\f000";
	}
	.fa-music:before {
	content: "\f001";
	}
	.fa-search:before {
	content: "\f002";
	}
	.fa-envelope-o:before {
	content: "\f003";
	}
	.fa-heart:before {
	content: "\f004";
	}
	.fa-star:before {
	content: "\f005";
	}
	.fa-star-o:before {
	content: "\f006";
	}
	.fa-user:before {
	content: "\f007";
	}
	.fa-film:before {
	content: "\f008";
	}
	.fa-th-large:before {
	content: "\f009";
	}
	.fa-th:before {
	content: "\f00a";
	}
	.fa-th-list:before {
	content: "\f00b";
	}
	.fa-check:before {
	content: "\f00c";
	}
	.fa-remove:before,
	.fa-close:before,
	.fa-times:before {
	content: "\f00d";
	}
	.fa-search-plus:before {
	content: "\f00e";
	}
	.fa-search-minus:before {
	content: "\f010";
	}
	.fa-power-off:before {
	content: "\f011";
	}
	.fa-signal:before {
	content: "\f012";
	}
	.fa-gear:before,
	.fa-cog:before {
	content: "\f013";
	}
	.fa-trash-o:before {
	content: "\f014";
	}
	.fa-home:before {
	content: "\f015";
	}
	.fa-file-o:before {
	content: "\f016";
	}
	.fa-clock-o:before {
	content: "\f017";
	}
	.fa-road:before {
	content: "\f018";
	}
	.fa-download:before {
	content: "\f019";
	}
	.fa-arrow-circle-o-down:before {
	content: "\f01a";
	}
	.fa-arrow-circle-o-up:before {
	content: "\f01b";
	}
	.fa-inbox:before {
	content: "\f01c";
	}
	.fa-play-circle-o:before {
	content: "\f01d";
	}
	.fa-rotate-right:before,
	.fa-repeat:before {
	content: "\f01e";
	}
	.fa-refresh:before {
	content: "\f021";
	}
	.fa-list-alt:before {
	content: "\f022";
	}
	.fa-lock:before {
	content: "\f023";
	}
	.fa-flag:before {
	content: "\f024";
	}
	.fa-headphones:before {
	content: "\f025";
	}
	.fa-volume-off:before {
	content: "\f026";
	}
	.fa-volume-down:before {
	content: "\f027";
	}
	.fa-volume-up:before {
	content: "\f028";
	}
	.fa-qrcode:before {
	content: "\f029";
	}
	.fa-barcode:before {
	content: "\f02a";
	}
	.fa-tag:before {
	content: "\f02b";
	}
	.fa-tags:before {
	content: "\f02c";
	}
	.fa-book:before {
	content: "\f02d";
	}
	.fa-bookmark:before {
	content: "\f02e";
	}
	.fa-print:before {
	content: "\f02f";
	}
	.fa-camera:before {
	content: "\f030";
	}
	.fa-font:before {
	content: "\f031";
	}
	.fa-bold:before {
	content: "\f032";
	}
	.fa-italic:before {
	content: "\f033";
	}
	.fa-text-height:before {
	content: "\f034";
	}
	.fa-text-width:before {
	content: "\f035";
	}
	.fa-align-left:before {
	content: "\f036";
	}
	.fa-align-center:before {
	content: "\f037";
	}
	.fa-align-right:before {
	content: "\f038";
	}
	.fa-align-justify:before {
	content: "\f039";
	}
	.fa-list:before {
	content: "\f03a";
	}
	.fa-dedent:before,
	.fa-outdent:before {
	content: "\f03b";
	}
	.fa-indent:before {
	content: "\f03c";
	}
	.fa-video-camera:before {
	content: "\f03d";
	}
	.fa-photo:before,
	.fa-image:before,
	.fa-picture-o:before {
	content: "\f03e";
	}
	.fa-pencil:before {
	content: "\f040";
	}
	.fa-map-marker:before {
	content: "\f041";
	}
	.fa-adjust:before {
	content: "\f042";
	}
	.fa-tint:before {
	content: "\f043";
	}
	.fa-edit:before,
	.fa-pencil-square-o:before {
	content: "\f044";
	}
	.fa-share-square-o:before {
	content: "\f045";
	}
	.fa-check-square-o:before {
	content: "\f046";
	}
	.fa-arrows:before {
	content: "\f047";
	}
	.fa-step-backward:before {
	content: "\f048";
	}
	.fa-fast-backward:before {
	content: "\f049";
	}
	.fa-backward:before {
	content: "\f04a";
	}
	.fa-play:before {
	content: "\f04b";
	}
	.fa-pause:before {
	content: "\f04c";
	}
	.fa-stop:before {
	content: "\f04d";
	}
	.fa-forward:before {
	content: "\f04e";
	}
	.fa-fast-forward:before {
	content: "\f050";
	}
	.fa-step-forward:before {
	content: "\f051";
	}
	.fa-eject:before {
	content: "\f052";
	}
	.fa-chevron-left:before {
	content: "\f053";
	}
	.fa-chevron-right:before {
	content: "\f054";
	}
	.fa-plus-circle:before {
	content: "\f055";
	}
	.fa-minus-circle:before {
	content: "\f056";
	}
	.fa-times-circle:before {
	content: "\f057";
	}
	.fa-check-circle:before {
	content: "\f058";
	}
	.fa-question-circle:before {
	content: "\f059";
	}
	.fa-info-circle:before {
	content: "\f05a";
	}
	.fa-crosshairs:before {
	content: "\f05b";
	}
	.fa-times-circle-o:before {
	content: "\f05c";
	}
	.fa-check-circle-o:before {
	content: "\f05d";
	}
	.fa-ban:before {
	content: "\f05e";
	}
	.fa-arrow-left:before {
	content: "\f060";
	}
	.fa-arrow-right:before {
	content: "\f061";
	}
	.fa-arrow-up:before {
	content: "\f062";
	}
	.fa-arrow-down:before {
	content: "\f063";
	}
	.fa-mail-forward:before,
	.fa-share:before {
	content: "\f064";
	}
	.fa-expand:before {
	content: "\f065";
	}
	.fa-compress:before {
	content: "\f066";
	}
	.fa-plus:before {
	content: "\f067";
	}
	.fa-minus:before {
	content: "\f068";
	}
	.fa-asterisk:before {
	content: "\f069";
	}
	.fa-exclamation-circle:before {
	content: "\f06a";
	}
	.fa-gift:before {
	content: "\f06b";
	}
	.fa-leaf:before {
	content: "\f06c";
	}
	.fa-fire:before {
	content: "\f06d";
	}
	.fa-eye:before {
	content: "\f06e";
	}
	.fa-eye-slash:before {
	content: "\f070";
	}
	.fa-warning:before,
	.fa-exclamation-triangle:before {
	content: "\f071";
	}
	.fa-plane:before {
	content: "\f072";
	}
	.fa-calendar:before {
	content: "\f073";
	}
	.fa-random:before {
	content: "\f074";
	}
	.fa-comment:before {
	content: "\f075";
	}
	.fa-magnet:before {
	content: "\f076";
	}
	.fa-chevron-up:before {
	content: "\f077";
	}
	.fa-chevron-down:before {
	content: "\f078";
	}
	.fa-retweet:before {
	content: "\f079";
	}
	.fa-shopping-cart:before {
	content: "\f07a";
	}
	.fa-folder:before {
	content: "\f07b";
	}
	.fa-folder-open:before {
	content: "\f07c";
	}
	.fa-arrows-v:before {
	content: "\f07d";
	}
	.fa-arrows-h:before {
	content: "\f07e";
	}
	.fa-bar-chart-o:before,
	.fa-bar-chart:before {
	content: "\f080";
	}
	.fa-twitter-square:before {
	content: "\f081";
	}
	.fa-facebook-square:before {
	content: "\f082";
	}
	.fa-camera-retro:before {
	content: "\f083";
	}
	.fa-key:before {
	content: "\f084";
	}
	.fa-gears:before,
	.fa-cogs:before {
	content: "\f085";
	}
	.fa-comments:before {
	content: "\f086";
	}
	.fa-thumbs-o-up:before {
	content: "\f087";
	}
	.fa-thumbs-o-down:before {
	content: "\f088";
	}
	.fa-star-half:before {
	content: "\f089";
	}
	.fa-heart-o:before {
	content: "\f08a";
	}
	.fa-sign-out:before {
	content: "\f08b";
	}
	.fa-linkedin-square:before {
	content: "\f08c";
	}
	.fa-thumb-tack:before {
	content: "\f08d";
	}
	.fa-external-link:before {
	content: "\f08e";
	}
	.fa-sign-in:before {
	content: "\f090";
	}
	.fa-trophy:before {
	content: "\f091";
	}
	.fa-github-square:before {
	content: "\f092";
	}
	.fa-upload:before {
	content: "\f093";
	}
	.fa-lemon-o:before {
	content: "\f094";
	}
	.fa-phone:before {
	content: "\f095";
	}
	.fa-square-o:before {
	content: "\f096";
	}
	.fa-bookmark-o:before {
	content: "\f097";
	}
	.fa-phone-square:before {
	content: "\f098";
	}
	.fa-twitter:before {
	content: "\f099";
	}
	.fa-facebook-f:before,
	.fa-facebook:before {
	content: "\f09a";
	}
	.fa-github:before {
	content: "\f09b";
	}
	.fa-unlock:before {
	content: "\f09c";
	}
	.fa-credit-card:before {
	content: "\f09d";
	}
	.fa-feed:before,
	.fa-rss:before {
	content: "\f09e";
	}
	.fa-hdd-o:before {
	content: "\f0a0";
	}
	.fa-bullhorn:before {
	content: "\f0a1";
	}
	.fa-bell:before {
	content: "\f0f3";
	}
	.fa-certificate:before {
	content: "\f0a3";
	}
	.fa-hand-o-right:before {
	content: "\f0a4";
	}
	.fa-hand-o-left:before {
	content: "\f0a5";
	}
	.fa-hand-o-up:before {
	content: "\f0a6";
	}
	.fa-hand-o-down:before {
	content: "\f0a7";
	}
	.fa-arrow-circle-left:before {
	content: "\f0a8";
	}
	.fa-arrow-circle-right:before {
	content: "\f0a9";
	}
	.fa-arrow-circle-up:before {
	content: "\f0aa";
	}
	.fa-arrow-circle-down:before {
	content: "\f0ab";
	}
	.fa-globe:before {
	content: "\f0ac";
	}
	.fa-wrench:before {
	content: "\f0ad";
	}
	.fa-tasks:before {
	content: "\f0ae";
	}
	.fa-filter:before {
	content: "\f0b0";
	}
	.fa-briefcase:before {
	content: "\f0b1";
	}
	.fa-arrows-alt:before {
	content: "\f0b2";
	}
	.fa-group:before,
	.fa-users:before {
	content: "\f0c0";
	}
	.fa-chain:before,
	.fa-link:before {
	content: "\f0c1";
	}
	.fa-cloud:before {
	content: "\f0c2";
	}
	.fa-flask:before {
	content: "\f0c3";
	}
	.fa-cut:before,
	.fa-scissors:before {
	content: "\f0c4";
	}
	.fa-copy:before,
	.fa-files-o:before {
	content: "\f0c5";
	}
	.fa-paperclip:before {
	content: "\f0c6";
	}
	.fa-save:before,
	.fa-floppy-o:before {
	content: "\f0c7";
	}
	.fa-square:before {
	content: "\f0c8";
	}
	.fa-navicon:before,
	.fa-reorder:before,
	.fa-bars:before {
	content: "\f0c9";
	}
	.fa-list-ul:before {
	content: "\f0ca";
	}
	.fa-list-ol:before {
	content: "\f0cb";
	}
	.fa-strikethrough:before {
	content: "\f0cc";
	}
	.fa-underline:before {
	content: "\f0cd";
	}
	.fa-table:before {
	content: "\f0ce";
	}
	.fa-magic:before {
	content: "\f0d0";
	}
	.fa-truck:before {
	content: "\f0d1";
	}
	.fa-pinterest:before {
	content: "\f0d2";
	}
	.fa-pinterest-square:before {
	content: "\f0d3";
	}
	.fa-google-plus-square:before {
	content: "\f0d4";
	}
	.fa-google-plus:before {
	content: "\f0d5";
	}
	.fa-money:before {
	content: "\f0d6";
	}
	.fa-caret-down:before {
	content: "\f0d7";
	}
	.fa-caret-up:before {
	content: "\f0d8";
	}
	.fa-caret-left:before {
	content: "\f0d9";
	}
	.fa-caret-right:before {
	content: "\f0da";
	}
	.fa-columns:before {
	content: "\f0db";
	}
	.fa-unsorted:before,
	.fa-sort:before {
	content: "\f0dc";
	}
	.fa-sort-down:before,
	.fa-sort-desc:before {
	content: "\f0dd";
	}
	.fa-sort-up:before,
	.fa-sort-asc:before {
	content: "\f0de";
	}
	.fa-envelope:before {
	content: "\f0e0";
	}
	.fa-linkedin:before {
	content: "\f0e1";
	}
	.fa-rotate-left:before,
	.fa-undo:before {
	content: "\f0e2";
	}
	.fa-legal:before,
	.fa-gavel:before {
	content: "\f0e3";
	}
	.fa-dashboard:before,
	.fa-tachometer:before {
	content: "\f0e4";
	}
	.fa-comment-o:before {
	content: "\f0e5";
	}
	.fa-comments-o:before {
	content: "\f0e6";
	}
	.fa-flash:before,
	.fa-bolt:before {
	content: "\f0e7";
	}
	.fa-sitemap:before {
	content: "\f0e8";
	}
	.fa-umbrella:before {
	content: "\f0e9";
	}
	.fa-paste:before,
	.fa-clipboard:before {
	content: "\f0ea";
	}
	.fa-lightbulb-o:before {
	content: "\f0eb";
	}
	.fa-exchange:before {
	content: "\f0ec";
	}
	.fa-cloud-download:before {
	content: "\f0ed";
	}
	.fa-cloud-upload:before {
	content: "\f0ee";
	}
	.fa-user-md:before {
	content: "\f0f0";
	}
	.fa-stethoscope:before {
	content: "\f0f1";
	}
	.fa-suitcase:before {
	content: "\f0f2";
	}
	.fa-bell-o:before {
	content: "\f0a2";
	}
	.fa-coffee:before {
	content: "\f0f4";
	}
	.fa-cutlery:before {
	content: "\f0f5";
	}
	.fa-file-text-o:before {
	content: "\f0f6";
	}
	.fa-building-o:before {
	content: "\f0f7";
	}
	.fa-hospital-o:before {
	content: "\f0f8";
	}
	.fa-ambulance:before {
	content: "\f0f9";
	}
	.fa-medkit:before {
	content: "\f0fa";
	}
	.fa-fighter-jet:before {
	content: "\f0fb";
	}
	.fa-beer:before {
	content: "\f0fc";
	}
	.fa-h-square:before {
	content: "\f0fd";
	}
	.fa-plus-square:before {
	content: "\f0fe";
	}
	.fa-angle-double-left:before {
	content: "\f100";
	}
	.fa-angle-double-right:before {
	content: "\f101";
	}
	.fa-angle-double-up:before {
	content: "\f102";
	}
	.fa-angle-double-down:before {
	content: "\f103";
	}
	.fa-angle-left:before {
	content: "\f104";
	}
	.fa-angle-right:before {
	content: "\f105";
	}
	.fa-angle-up:before {
	content: "\f106";
	}
	.fa-angle-down:before {
	content: "\f107";
	}
	.fa-desktop:before {
	content: "\f108";
	}
	.fa-laptop:before {
	content: "\f109";
	}
	.fa-tablet:before {
	content: "\f10a";
	}
	.fa-mobile-phone:before,
	.fa-mobile:before {
	content: "\f10b";
	}
	.fa-circle-o:before {
	content: "\f10c";
	}
	.fa-quote-left:before {
	content: "\f10d";
	}
	.fa-quote-right:before {
	content: "\f10e";
	}
	.fa-spinner:before {
	content: "\f110";
	}
	.fa-circle:before {
	content: "\f111";
	}
	.fa-mail-reply:before,
	.fa-reply:before {
	content: "\f112";
	}
	.fa-github-alt:before {
	content: "\f113";
	}
	.fa-folder-o:before {
	content: "\f114";
	}
	.fa-folder-open-o:before {
	content: "\f115";
	}
	.fa-smile-o:before {
	content: "\f118";
	}
	.fa-frown-o:before {
	content: "\f119";
	}
	.fa-meh-o:before {
	content: "\f11a";
	}
	.fa-gamepad:before {
	content: "\f11b";
	}
	.fa-keyboard-o:before {
	content: "\f11c";
	}
	.fa-flag-o:before {
	content: "\f11d";
	}
	.fa-flag-checkered:before {
	content: "\f11e";
	}
	.fa-terminal:before {
	content: "\f120";
	}
	.fa-code:before {
	content: "\f121";
	}
	.fa-mail-reply-all:before,
	.fa-reply-all:before {
	content: "\f122";
	}
	.fa-star-half-empty:before,
	.fa-star-half-full:before,
	.fa-star-half-o:before {
	content: "\f123";
	}
	.fa-location-arrow:before {
	content: "\f124";
	}
	.fa-crop:before {
	content: "\f125";
	}
	.fa-code-fork:before {
	content: "\f126";
	}
	.fa-unlink:before,
	.fa-chain-broken:before {
	content: "\f127";
	}
	.fa-question:before {
	content: "\f128";
	}
	.fa-info:before {
	content: "\f129";
	}
	.fa-exclamation:before {
	content: "\f12a";
	}
	.fa-superscript:before {
	content: "\f12b";
	}
	.fa-subscript:before {
	content: "\f12c";
	}
	.fa-eraser:before {
	content: "\f12d";
	}
	.fa-puzzle-piece:before {
	content: "\f12e";
	}
	.fa-microphone:before {
	content: "\f130";
	}
	.fa-microphone-slash:before {
	content: "\f131";
	}
	.fa-shield:before {
	content: "\f132";
	}
	.fa-calendar-o:before {
	content: "\f133";
	}
	.fa-fire-extinguisher:before {
	content: "\f134";
	}
	.fa-rocket:before {
	content: "\f135";
	}
	.fa-maxcdn:before {
	content: "\f136";
	}
	.fa-chevron-circle-left:before {
	content: "\f137";
	}
	.fa-chevron-circle-right:before {
	content: "\f138";
	}
	.fa-chevron-circle-up:before {
	content: "\f139";
	}
	.fa-chevron-circle-down:before {
	content: "\f13a";
	}
	.fa-html5:before {
	content: "\f13b";
	}
	.fa-css3:before {
	content: "\f13c";
	}
	.fa-anchor:before {
	content: "\f13d";
	}
	.fa-unlock-alt:before {
	content: "\f13e";
	}
	.fa-bullseye:before {
	content: "\f140";
	}
	.fa-ellipsis-h:before {
	content: "\f141";
	}
	.fa-ellipsis-v:before {
	content: "\f142";
	}
	.fa-rss-square:before {
	content: "\f143";
	}
	.fa-play-circle:before {
	content: "\f144";
	}
	.fa-ticket:before {
	content: "\f145";
	}
	.fa-minus-square:before {
	content: "\f146";
	}
	.fa-minus-square-o:before {
	content: "\f147";
	}
	.fa-level-up:before {
	content: "\f148";
	}
	.fa-level-down:before {
	content: "\f149";
	}
	.fa-check-square:before {
	content: "\f14a";
	}
	.fa-pencil-square:before {
	content: "\f14b";
	}
	.fa-external-link-square:before {
	content: "\f14c";
	}
	.fa-share-square:before {
	content: "\f14d";
	}
	.fa-compass:before {
	content: "\f14e";
	}
	.fa-toggle-down:before,
	.fa-caret-square-o-down:before {
	content: "\f150";
	}
	.fa-toggle-up:before,
	.fa-caret-square-o-up:before {
	content: "\f151";
	}
	.fa-toggle-right:before,
	.fa-caret-square-o-right:before {
	content: "\f152";
	}
	.fa-euro:before,
	.fa-eur:before {
	content: "\f153";
	}
	.fa-gbp:before {
	content: "\f154";
	}
	.fa-dollar:before,
	.fa-usd:before {
	content: "\f155";
	}
	.fa-rupee:before,
	.fa-inr:before {
	content: "\f156";
	}
	.fa-cny:before,
	.fa-rmb:before,
	.fa-yen:before,
	.fa-jpy:before {
	content: "\f157";
	}
	.fa-ruble:before,
	.fa-rouble:before,
	.fa-rub:before {
	content: "\f158";
	}
	.fa-won:before,
	.fa-krw:before {
	content: "\f159";
	}
	.fa-bitcoin:before,
	.fa-btc:before {
	content: "\f15a";
	}
	.fa-file:before {
	content: "\f15b";
	}
	.fa-file-text:before {
	content: "\f15c";
	}
	.fa-sort-alpha-asc:before {
	content: "\f15d";
	}
	.fa-sort-alpha-desc:before {
	content: "\f15e";
	}
	.fa-sort-amount-asc:before {
	content: "\f160";
	}
	.fa-sort-amount-desc:before {
	content: "\f161";
	}
	.fa-sort-numeric-asc:before {
	content: "\f162";
	}
	.fa-sort-numeric-desc:before {
	content: "\f163";
	}
	.fa-thumbs-up:before {
	content: "\f164";
	}
	.fa-thumbs-down:before {
	content: "\f165";
	}
	.fa-youtube-square:before {
	content: "\f166";
	}
	.fa-youtube:before {
	content: "\f167";
	}
	.fa-xing:before {
	content: "\f168";
	}
	.fa-xing-square:before {
	content: "\f169";
	}
	.fa-youtube-play:before {
	content: "\f16a";
	}
	.fa-dropbox:before {
	content: "\f16b";
	}
	.fa-stack-overflow:before {
	content: "\f16c";
	}
	.fa-instagram:before {
	content: "\f16d";
	}
	.fa-flickr:before {
	content: "\f16e";
	}
	.fa-adn:before {
	content: "\f170";
	}
	.fa-bitbucket:before {
	content: "\f171";
	}
	.fa-bitbucket-square:before {
	content: "\f172";
	}
	.fa-tumblr:before {
	content: "\f173";
	}
	.fa-tumblr-square:before {
	content: "\f174";
	}
	.fa-long-arrow-down:before {
	content: "\f175";
	}
	.fa-long-arrow-up:before {
	content: "\f176";
	}
	.fa-long-arrow-left:before {
	content: "\f177";
	}
	.fa-long-arrow-right:before {
	content: "\f178";
	}
	.fa-apple:before {
	content: "\f179";
	}
	.fa-windows:before {
	content: "\f17a";
	}
	.fa-android:before {
	content: "\f17b";
	}
	.fa-linux:before {
	content: "\f17c";
	}
	.fa-dribbble:before {
	content: "\f17d";
	}
	.fa-skype:before {
	content: "\f17e";
	}
	.fa-foursquare:before {
	content: "\f180";
	}
	.fa-trello:before {
	content: "\f181";
	}
	.fa-female:before {
	content: "\f182";
	}
	.fa-male:before {
	content: "\f183";
	}
	.fa-gittip:before,
	.fa-gratipay:before {
	content: "\f184";
	}
	.fa-sun-o:before {
	content: "\f185";
	}
	.fa-moon-o:before {
	content: "\f186";
	}
	.fa-archive:before {
	content: "\f187";
	}
	.fa-bug:before {
	content: "\f188";
	}
	.fa-vk:before {
	content: "\f189";
	}
	.fa-weibo:before {
	content: "\f18a";
	}
	.fa-renren:before {
	content: "\f18b";
	}
	.fa-pagelines:before {
	content: "\f18c";
	}
	.fa-stack-exchange:before {
	content: "\f18d";
	}
	.fa-arrow-circle-o-right:before {
	content: "\f18e";
	}
	.fa-arrow-circle-o-left:before {
	content: "\f190";
	}
	.fa-toggle-left:before,
	.fa-caret-square-o-left:before {
	content: "\f191";
	}
	.fa-dot-circle-o:before {
	content: "\f192";
	}
	.fa-wheelchair:before {
	content: "\f193";
	}
	.fa-vimeo-square:before {
	content: "\f194";
	}
	.fa-turkish-lira:before,
	.fa-try:before {
	content: "\f195";
	}
	.fa-plus-square-o:before {
	content: "\f196";
	}
	.fa-space-shuttle:before {
	content: "\f197";
	}
	.fa-slack:before {
	content: "\f198";
	}
	.fa-envelope-square:before {
	content: "\f199";
	}
	.fa-wordpress:before {
	content: "\f19a";
	}
	.fa-openid:before {
	content: "\f19b";
	}
	.fa-institution:before,
	.fa-bank:before,
	.fa-university:before {
	content: "\f19c";
	}
	.fa-mortar-board:before,
	.fa-graduation-cap:before {
	content: "\f19d";
	}
	.fa-yahoo:before {
	content: "\f19e";
	}
	.fa-google:before {
	content: "\f1a0";
	}
	.fa-reddit:before {
	content: "\f1a1";
	}
	.fa-reddit-square:before {
	content: "\f1a2";
	}
	.fa-stumbleupon-circle:before {
	content: "\f1a3";
	}
	.fa-stumbleupon:before {
	content: "\f1a4";
	}
	.fa-delicious:before {
	content: "\f1a5";
	}
	.fa-digg:before {
	content: "\f1a6";
	}
	.fa-pied-piper-pp:before {
	content: "\f1a7";
	}
	.fa-pied-piper-alt:before {
	content: "\f1a8";
	}
	.fa-drupal:before {
	content: "\f1a9";
	}
	.fa-joomla:before {
	content: "\f1aa";
	}
	.fa-language:before {
	content: "\f1ab";
	}
	.fa-fax:before {
	content: "\f1ac";
	}
	.fa-building:before {
	content: "\f1ad";
	}
	.fa-child:before {
	content: "\f1ae";
	}
	.fa-paw:before {
	content: "\f1b0";
	}
	.fa-spoon:before {
	content: "\f1b1";
	}
	.fa-cube:before {
	content: "\f1b2";
	}
	.fa-cubes:before {
	content: "\f1b3";
	}
	.fa-behance:before {
	content: "\f1b4";
	}
	.fa-behance-square:before {
	content: "\f1b5";
	}
	.fa-steam:before {
	content: "\f1b6";
	}
	.fa-steam-square:before {
	content: "\f1b7";
	}
	.fa-recycle:before {
	content: "\f1b8";
	}
	.fa-automobile:before,
	.fa-car:before {
	content: "\f1b9";
	}
	.fa-cab:before,
	.fa-taxi:before {
	content: "\f1ba";
	}
	.fa-tree:before {
	content: "\f1bb";
	}
	.fa-spotify:before {
	content: "\f1bc";
	}
	.fa-deviantart:before {
	content: "\f1bd";
	}
	.fa-soundcloud:before {
	content: "\f1be";
	}
	.fa-database:before {
	content: "\f1c0";
	}
	.fa-file-pdf-o:before {
	content: "\f1c1";
	}
	.fa-file-word-o:before {
	content: "\f1c2";
	}
	.fa-file-excel-o:before {
	content: "\f1c3";
	}
	.fa-file-powerpoint-o:before {
	content: "\f1c4";
	}
	.fa-file-photo-o:before,
	.fa-file-picture-o:before,
	.fa-file-image-o:before {
	content: "\f1c5";
	}
	.fa-file-zip-o:before,
	.fa-file-archive-o:before {
	content: "\f1c6";
	}
	.fa-file-sound-o:before,
	.fa-file-audio-o:before {
	content: "\f1c7";
	}
	.fa-file-movie-o:before,
	.fa-file-video-o:before {
	content: "\f1c8";
	}
	.fa-file-code-o:before {
	content: "\f1c9";
	}
	.fa-vine:before {
	content: "\f1ca";
	}
	.fa-codepen:before {
	content: "\f1cb";
	}
	.fa-jsfiddle:before {
	content: "\f1cc";
	}
	.fa-life-bouy:before,
	.fa-life-buoy:before,
	.fa-life-saver:before,
	.fa-support:before,
	.fa-life-ring:before {
	content: "\f1cd";
	}
	.fa-circle-o-notch:before {
	content: "\f1ce";
	}
	.fa-ra:before,
	.fa-resistance:before,
	.fa-rebel:before {
	content: "\f1d0";
	}
	.fa-ge:before,
	.fa-empire:before {
	content: "\f1d1";
	}
	.fa-git-square:before {
	content: "\f1d2";
	}
	.fa-git:before {
	content: "\f1d3";
	}
	.fa-y-combinator-square:before,
	.fa-yc-square:before,
	.fa-hacker-news:before {
	content: "\f1d4";
	}
	.fa-tencent-weibo:before {
	content: "\f1d5";
	}
	.fa-qq:before {
	content: "\f1d6";
	}
	.fa-wechat:before,
	.fa-weixin:before {
	content: "\f1d7";
	}
	.fa-send:before,
	.fa-paper-plane:before {
	content: "\f1d8";
	}
	.fa-send-o:before,
	.fa-paper-plane-o:before {
	content: "\f1d9";
	}
	.fa-history:before {
	content: "\f1da";
	}
	.fa-circle-thin:before {
	content: "\f1db";
	}
	.fa-header:before {
	content: "\f1dc";
	}
	.fa-paragraph:before {
	content: "\f1dd";
	}
	.fa-sliders:before {
	content: "\f1de";
	}
	.fa-share-alt:before {
	content: "\f1e0";
	}
	.fa-share-alt-square:before {
	content: "\f1e1";
	}
	.fa-bomb:before {
	content: "\f1e2";
	}
	.fa-soccer-ball-o:before,
	.fa-futbol-o:before {
	content: "\f1e3";
	}
	.fa-tty:before {
	content: "\f1e4";
	}
	.fa-binoculars:before {
	content: "\f1e5";
	}
	.fa-plug:before {
	content: "\f1e6";
	}
	.fa-slideshare:before {
	content: "\f1e7";
	}
	.fa-twitch:before {
	content: "\f1e8";
	}
	.fa-yelp:before {
	content: "\f1e9";
	}
	.fa-newspaper-o:before {
	content: "\f1ea";
	}
	.fa-wifi:before {
	content: "\f1eb";
	}
	.fa-calculator:before {
	content: "\f1ec";
	}
	.fa-paypal:before {
	content: "\f1ed";
	}
	.fa-google-wallet:before {
	content: "\f1ee";
	}
	.fa-cc-visa:before {
	content: "\f1f0";
	}
	.fa-cc-mastercard:before {
	content: "\f1f1";
	}
	.fa-cc-discover:before {
	content: "\f1f2";
	}
	.fa-cc-amex:before {
	content: "\f1f3";
	}
	.fa-cc-paypal:before {
	content: "\f1f4";
	}
	.fa-cc-stripe:before {
	content: "\f1f5";
	}
	.fa-bell-slash:before {
	content: "\f1f6";
	}
	.fa-bell-slash-o:before {
	content: "\f1f7";
	}
	.fa-trash:before {
	content: "\f1f8";
	}
	.fa-copyright:before {
	content: "\f1f9";
	}
	.fa-at:before {
	content: "\f1fa";
	}
	.fa-eyedropper:before {
	content: "\f1fb";
	}
	.fa-paint-brush:before {
	content: "\f1fc";
	}
	.fa-birthday-cake:before {
	content: "\f1fd";
	}
	.fa-area-chart:before {
	content: "\f1fe";
	}
	.fa-pie-chart:before {
	content: "\f200";
	}
	.fa-line-chart:before {
	content: "\f201";
	}
	.fa-lastfm:before {
	content: "\f202";
	}
	.fa-lastfm-square:before {
	content: "\f203";
	}
	.fa-toggle-off:before {
	content: "\f204";
	}
	.fa-toggle-on:before {
	content: "\f205";
	}
	.fa-bicycle:before {
	content: "\f206";
	}
	.fa-bus:before {
	content: "\f207";
	}
	.fa-ioxhost:before {
	content: "\f208";
	}
	.fa-angellist:before {
	content: "\f209";
	}
	.fa-cc:before {
	content: "\f20a";
	}
	.fa-shekel:before,
	.fa-sheqel:before,
	.fa-ils:before {
	content: "\f20b";
	}
	.fa-meanpath:before {
	content: "\f20c";
	}
	.fa-buysellads:before {
	content: "\f20d";
	}
	.fa-connectdevelop:before {
	content: "\f20e";
	}
	.fa-dashcube:before {
	content: "\f210";
	}
	.fa-forumbee:before {
	content: "\f211";
	}
	.fa-leanpub:before {
	content: "\f212";
	}
	.fa-sellsy:before {
	content: "\f213";
	}
	.fa-shirtsinbulk:before {
	content: "\f214";
	}
	.fa-simplybuilt:before {
	content: "\f215";
	}
	.fa-skyatlas:before {
	content: "\f216";
	}
	.fa-cart-plus:before {
	content: "\f217";
	}
	.fa-cart-arrow-down:before {
	content: "\f218";
	}
	.fa-diamond:before {
	content: "\f219";
	}
	.fa-ship:before {
	content: "\f21a";
	}
	.fa-user-secret:before {
	content: "\f21b";
	}
	.fa-motorcycle:before {
	content: "\f21c";
	}
	.fa-street-view:before {
	content: "\f21d";
	}
	.fa-heartbeat:before {
	content: "\f21e";
	}
	.fa-venus:before {
	content: "\f221";
	}
	.fa-mars:before {
	content: "\f222";
	}
	.fa-mercury:before {
	content: "\f223";
	}
	.fa-intersex:before,
	.fa-transgender:before {
	content: "\f224";
	}
	.fa-transgender-alt:before {
	content: "\f225";
	}
	.fa-venus-double:before {
	content: "\f226";
	}
	.fa-mars-double:before {
	content: "\f227";
	}
	.fa-venus-mars:before {
	content: "\f228";
	}
	.fa-mars-stroke:before {
	content: "\f229";
	}
	.fa-mars-stroke-v:before {
	content: "\f22a";
	}
	.fa-mars-stroke-h:before {
	content: "\f22b";
	}
	.fa-neuter:before {
	content: "\f22c";
	}
	.fa-genderless:before {
	content: "\f22d";
	}
	.fa-facebook-official:before {
	content: "\f230";
	}
	.fa-pinterest-p:before {
	content: "\f231";
	}
	.fa-whatsapp:before {
	content: "\f232";
	}
	.fa-server:before {
	content: "\f233";
	}
	.fa-user-plus:before {
	content: "\f234";
	}
	.fa-user-times:before {
	content: "\f235";
	}
	.fa-hotel:before,
	.fa-bed:before {
	content: "\f236";
	}
	.fa-viacoin:before {
	content: "\f237";
	}
	.fa-train:before {
	content: "\f238";
	}
	.fa-subway:before {
	content: "\f239";
	}
	.fa-medium:before {
	content: "\f23a";
	}
	.fa-yc:before,
	.fa-y-combinator:before {
	content: "\f23b";
	}
	.fa-optin-monster:before {
	content: "\f23c";
	}
	.fa-opencart:before {
	content: "\f23d";
	}
	.fa-expeditedssl:before {
	content: "\f23e";
	}
	.fa-battery-4:before,
	.fa-battery:before,
	.fa-battery-full:before {
	content: "\f240";
	}
	.fa-battery-3:before,
	.fa-battery-three-quarters:before {
	content: "\f241";
	}
	.fa-battery-2:before,
	.fa-battery-half:before {
	content: "\f242";
	}
	.fa-battery-1:before,
	.fa-battery-quarter:before {
	content: "\f243";
	}
	.fa-battery-0:before,
	.fa-battery-empty:before {
	content: "\f244";
	}
	.fa-mouse-pointer:before {
	content: "\f245";
	}
	.fa-i-cursor:before {
	content: "\f246";
	}
	.fa-object-group:before {
	content: "\f247";
	}
	.fa-object-ungroup:before {
	content: "\f248";
	}
	.fa-sticky-note:before {
	content: "\f249";
	}
	.fa-sticky-note-o:before {
	content: "\f24a";
	}
	.fa-cc-jcb:before {
	content: "\f24b";
	}
	.fa-cc-diners-club:before {
	content: "\f24c";
	}
	.fa-clone:before {
	content: "\f24d";
	}
	.fa-balance-scale:before {
	content: "\f24e";
	}
	.fa-hourglass-o:before {
	content: "\f250";
	}
	.fa-hourglass-1:before,
	.fa-hourglass-start:before {
	content: "\f251";
	}
	.fa-hourglass-2:before,
	.fa-hourglass-half:before {
	content: "\f252";
	}
	.fa-hourglass-3:before,
	.fa-hourglass-end:before {
	content: "\f253";
	}
	.fa-hourglass:before {
	content: "\f254";
	}
	.fa-hand-grab-o:before,
	.fa-hand-rock-o:before {
	content: "\f255";
	}
	.fa-hand-stop-o:before,
	.fa-hand-paper-o:before {
	content: "\f256";
	}
	.fa-hand-scissors-o:before {
	content: "\f257";
	}
	.fa-hand-lizard-o:before {
	content: "\f258";
	}
	.fa-hand-spock-o:before {
	content: "\f259";
	}
	.fa-hand-pointer-o:before {
	content: "\f25a";
	}
	.fa-hand-peace-o:before {
	content: "\f25b";
	}
	.fa-trademark:before {
	content: "\f25c";
	}
	.fa-registered:before {
	content: "\f25d";
	}
	.fa-creative-commons:before {
	content: "\f25e";
	}
	.fa-gg:before {
	content: "\f260";
	}
	.fa-gg-circle:before {
	content: "\f261";
	}
	.fa-tripadvisor:before {
	content: "\f262";
	}
	.fa-odnoklassniki:before {
	content: "\f263";
	}
	.fa-odnoklassniki-square:before {
	content: "\f264";
	}
	.fa-get-pocket:before {
	content: "\f265";
	}
	.fa-wikipedia-w:before {
	content: "\f266";
	}
	.fa-safari:before {
	content: "\f267";
	}
	.fa-chrome:before {
	content: "\f268";
	}
	.fa-firefox:before {
	content: "\f269";
	}
	.fa-opera:before {
	content: "\f26a";
	}
	.fa-internet-explorer:before {
	content: "\f26b";
	}
	.fa-tv:before,
	.fa-television:before {
	content: "\f26c";
	}
	.fa-contao:before {
	content: "\f26d";
	}
	.fa-500px:before {
	content: "\f26e";
	}
	.fa-amazon:before {
	content: "\f270";
	}
	.fa-calendar-plus-o:before {
	content: "\f271";
	}
	.fa-calendar-minus-o:before {
	content: "\f272";
	}
	.fa-calendar-times-o:before {
	content: "\f273";
	}
	.fa-calendar-check-o:before {
	content: "\f274";
	}
	.fa-industry:before {
	content: "\f275";
	}
	.fa-map-pin:before {
	content: "\f276";
	}
	.fa-map-signs:before {
	content: "\f277";
	}
	.fa-map-o:before {
	content: "\f278";
	}
	.fa-map:before {
	content: "\f279";
	}
	.fa-commenting:before {
	content: "\f27a";
	}
	.fa-commenting-o:before {
	content: "\f27b";
	}
	.fa-houzz:before {
	content: "\f27c";
	}
	.fa-vimeo:before {
	content: "\f27d";
	}
	.fa-black-tie:before {
	content: "\f27e";
	}
	.fa-fonticons:before {
	content: "\f280";
	}
	.fa-reddit-alien:before {
	content: "\f281";
	}
	.fa-edge:before {
	content: "\f282";
	}
	.fa-credit-card-alt:before {
	content: "\f283";
	}
	.fa-codiepie:before {
	content: "\f284";
	}
	.fa-modx:before {
	content: "\f285";
	}
	.fa-fort-awesome:before {
	content: "\f286";
	}
	.fa-usb:before {
	content: "\f287";
	}
	.fa-product-hunt:before {
	content: "\f288";
	}
	.fa-mixcloud:before {
	content: "\f289";
	}
	.fa-scribd:before {
	content: "\f28a";
	}
	.fa-pause-circle:before {
	content: "\f28b";
	}
	.fa-pause-circle-o:before {
	content: "\f28c";
	}
	.fa-stop-circle:before {
	content: "\f28d";
	}
	.fa-stop-circle-o:before {
	content: "\f28e";
	}
	.fa-shopping-bag:before {
	content: "\f290";
	}
	.fa-shopping-basket:before {
	content: "\f291";
	}
	.fa-hashtag:before {
	content: "\f292";
	}
	.fa-bluetooth:before {
	content: "\f293";
	}
	.fa-bluetooth-b:before {
	content: "\f294";
	}
	.fa-percent:before {
	content: "\f295";
	}
	.fa-gitlab:before {
	content: "\f296";
	}
	.fa-wpbeginner:before {
	content: "\f297";
	}
	.fa-wpforms:before {
	content: "\f298";
	}
	.fa-envira:before {
	content: "\f299";
	}
	.fa-universal-access:before {
	content: "\f29a";
	}
	.fa-wheelchair-alt:before {
	content: "\f29b";
	}
	.fa-question-circle-o:before {
	content: "\f29c";
	}
	.fa-blind:before {
	content: "\f29d";
	}
	.fa-audio-description:before {
	content: "\f29e";
	}
	.fa-volume-control-phone:before {
	content: "\f2a0";
	}
	.fa-braille:before {
	content: "\f2a1";
	}
	.fa-assistive-listening-systems:before {
	content: "\f2a2";
	}
	.fa-asl-interpreting:before,
	.fa-american-sign-language-interpreting:before {
	content: "\f2a3";
	}
	.fa-deafness:before,
	.fa-hard-of-hearing:before,
	.fa-deaf:before {
	content: "\f2a4";
	}
	.fa-glide:before {
	content: "\f2a5";
	}
	.fa-glide-g:before {
	content: "\f2a6";
	}
	.fa-signing:before,
	.fa-sign-language:before {
	content: "\f2a7";
	}
	.fa-low-vision:before {
	content: "\f2a8";
	}
	.fa-viadeo:before {
	content: "\f2a9";
	}
	.fa-viadeo-square:before {
	content: "\f2aa";
	}
	.fa-snapchat:before {
	content: "\f2ab";
	}
	.fa-snapchat-ghost:before {
	content: "\f2ac";
	}
	.fa-snapchat-square:before {
	content: "\f2ad";
	}
	.fa-pied-piper:before {
	content: "\f2ae";
	}
	.fa-first-order:before {
	content: "\f2b0";
	}
	.fa-yoast:before {
	content: "\f2b1";
	}
	.fa-themeisle:before {
	content: "\f2b2";
	}
	.fa-google-plus-circle:before,
	.fa-google-plus-official:before {
	content: "\f2b3";
	}
	.fa-fa:before,
	.fa-font-awesome:before {
	content: "\f2b4";
	}
	.fa-handshake-o:before {
	content: "\f2b5";
	}
	.fa-envelope-open:before {
	content: "\f2b6";
	}
	.fa-envelope-open-o:before {
	content: "\f2b7";
	}
	.fa-linode:before {
	content: "\f2b8";
	}
	.fa-address-book:before {
	content: "\f2b9";
	}
	.fa-address-book-o:before {
	content: "\f2ba";
	}
	.fa-vcard:before,
	.fa-address-card:before {
	content: "\f2bb";
	}
	.fa-vcard-o:before,
	.fa-address-card-o:before {
	content: "\f2bc";
	}
	.fa-user-circle:before {
	content: "\f2bd";
	}
	.fa-user-circle-o:before {
	content: "\f2be";
	}
	.fa-user-o:before {
	content: "\f2c0";
	}
	.fa-id-badge:before {
	content: "\f2c1";
	}
	.fa-drivers-license:before,
	.fa-id-card:before {
	content: "\f2c2";
	}
	.fa-drivers-license-o:before,
	.fa-id-card-o:before {
	content: "\f2c3";
	}
	.fa-quora:before {
	content: "\f2c4";
	}
	.fa-free-code-camp:before {
	content: "\f2c5";
	}
	.fa-telegram:before {
	content: "\f2c6";
	}
	.fa-thermometer-4:before,
	.fa-thermometer:before,
	.fa-thermometer-full:before {
	content: "\f2c7";
	}
	.fa-thermometer-3:before,
	.fa-thermometer-three-quarters:before {
	content: "\f2c8";
	}
	.fa-thermometer-2:before,
	.fa-thermometer-half:before {
	content: "\f2c9";
	}
	.fa-thermometer-1:before,
	.fa-thermometer-quarter:before {
	content: "\f2ca";
	}
	.fa-thermometer-0:before,
	.fa-thermometer-empty:before {
	content: "\f2cb";
	}
	.fa-shower:before {
	content: "\f2cc";
	}
	.fa-bathtub:before,
	.fa-s15:before,
	.fa-bath:before {
	content: "\f2cd";
	}
	.fa-podcast:before {
	content: "\f2ce";
	}
	.fa-window-maximize:before {
	content: "\f2d0";
	}
	.fa-window-minimize:before {
	content: "\f2d1";
	}
	.fa-window-restore:before {
	content: "\f2d2";
	}
	.fa-times-rectangle:before,
	.fa-window-close:before {
	content: "\f2d3";
	}
	.fa-times-rectangle-o:before,
	.fa-window-close-o:before {
	content: "\f2d4";
	}
	.fa-bandcamp:before {
	content: "\f2d5";
	}
	.fa-grav:before {
	content: "\f2d6";
	}
	.fa-etsy:before {
	content: "\f2d7";
	}
	.fa-imdb:before {
	content: "\f2d8";
	}
	.fa-ravelry:before {
	content: "\f2d9";
	}
	.fa-eercast:before {
	content: "\f2da";
	}
	.fa-microchip:before {
	content: "\f2db";
	}
	.fa-snowflake-o:before {
	content: "\f2dc";
	}
	.fa-superpowers:before {
	content: "\f2dd";
	}
	.fa-wpexplorer:before {
	content: "\f2de";
	}
	.fa-meetup:before {
	content: "\f2e0";
	}
	.sr-only {
	position: absolute;
	width: 1px;
	height: 1px;
	padding: 0;
	margin: -1px;
	overflow: hidden;
	clip: rect(0, 0, 0, 0);
	border: 0;
	}
	.sr-only-focusable:active,
	.sr-only-focusable:focus {
	position: static;
	width: auto;
	height: auto;
	margin: 0;
	overflow: visible;
	clip: auto;
	}
	.sr-only-focusable:active,
	.sr-only-focusable:focus {
	position: static;
	width: auto;
	height: auto;
	margin: 0;
	overflow: visible;
	clip: auto;
	}
	/*!
	*
	* IPython base
	*
	*/
	.modal.fade .modal-dialog {
	-webkit-transform: translate(0, 0);
	-ms-transform: translate(0, 0);
	-o-transform: translate(0, 0);
	transform: translate(0, 0);
	}
	code {
	color: #000;
	}
	pre {
	font-size: inherit;
	line-height: inherit;
	}
	label {
	font-weight: normal;
	}
	/* Make the page background atleast 100% the height of the view port */
	/* Make the page itself atleast 70% the height of the view port */
	.border-box-sizing {
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	}
	.corner-all {
	border-radius: 2px;
	}
	.no-padding {
	padding: 0px;
	}
	/* Flexible box model classes */
	/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
	/* This file is a compatability layer. It allows the usage of flexible box
	model layouts accross multiple browsers, including older browsers. The newest,
	universal implementation of the flexible box model is used when available (see
	`Modern browsers` comments below). Browsers that are known to implement this
	new spec completely include:

	Firefox 28.0+
	Chrome 29.0+
	Internet Explorer 11+
	Opera 17.0+

	Browsers not listed, including Safari, are supported via the styling under the
	`Old browsers` comments below.
	*/
	.hbox {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: horizontal;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: horizontal;
	-moz-box-align: stretch;
	display: box;
	box-orient: horizontal;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: row;
	align-items: stretch;
	}
	.hbox > * {
	/* Old browsers */
	-webkit-box-flex: 0;
	-moz-box-flex: 0;
	box-flex: 0;
	/* Modern browsers */
	flex: none;
	}
	.vbox {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	}
	.vbox > * {
	/* Old browsers */
	-webkit-box-flex: 0;
	-moz-box-flex: 0;
	box-flex: 0;
	/* Modern browsers */
	flex: none;
	}
	.hbox.reverse,
	.vbox.reverse,
	.reverse {
	/* Old browsers */
	-webkit-box-direction: reverse;
	-moz-box-direction: reverse;
	box-direction: reverse;
	/* Modern browsers */
	flex-direction: row-reverse;
	}
	.hbox.box-flex0,
	.vbox.box-flex0,
	.box-flex0 {
	/* Old browsers */
	-webkit-box-flex: 0;
	-moz-box-flex: 0;
	box-flex: 0;
	/* Modern browsers */
	flex: none;
	width: auto;
	}
	.hbox.box-flex1,
	.vbox.box-flex1,
	.box-flex1 {
	/* Old browsers */
	-webkit-box-flex: 1;
	-moz-box-flex: 1;
	box-flex: 1;
	/* Modern browsers */
	flex: 1;
	}
	.hbox.box-flex,
	.vbox.box-flex,
	.box-flex {
	/* Old browsers */
	/* Old browsers */
	-webkit-box-flex: 1;
	-moz-box-flex: 1;
	box-flex: 1;
	/* Modern browsers */
	flex: 1;
	}
	.hbox.box-flex2,
	.vbox.box-flex2,
	.box-flex2 {
	/* Old browsers */
	-webkit-box-flex: 2;
	-moz-box-flex: 2;
	box-flex: 2;
	/* Modern browsers */
	flex: 2;
	}
	.box-group1 {
	/* Deprecated */
	-webkit-box-flex-group: 1;
	-moz-box-flex-group: 1;
	box-flex-group: 1;
	}
	.box-group2 {
	/* Deprecated */
	-webkit-box-flex-group: 2;
	-moz-box-flex-group: 2;
	box-flex-group: 2;
	}
	.hbox.start,
	.vbox.start,
	.start {
	/* Old browsers */
	-webkit-box-pack: start;
	-moz-box-pack: start;
	box-pack: start;
	/* Modern browsers */
	justify-content: flex-start;
	}
	.hbox.end,
	.vbox.end,
	.end {
	/* Old browsers */
	-webkit-box-pack: end;
	-moz-box-pack: end;
	box-pack: end;
	/* Modern browsers */
	justify-content: flex-end;
	}
	.hbox.center,
	.vbox.center,
	.center {
	/* Old browsers */
	-webkit-box-pack: center;
	-moz-box-pack: center;
	box-pack: center;
	/* Modern browsers */
	justify-content: center;
	}
	.hbox.baseline,
	.vbox.baseline,
	.baseline {
	/* Old browsers */
	-webkit-box-pack: baseline;
	-moz-box-pack: baseline;
	box-pack: baseline;
	/* Modern browsers */
	justify-content: baseline;
	}
	.hbox.stretch,
	.vbox.stretch,
	.stretch {
	/* Old browsers */
	-webkit-box-pack: stretch;
	-moz-box-pack: stretch;
	box-pack: stretch;
	/* Modern browsers */
	justify-content: stretch;
	}
	.hbox.align-start,
	.vbox.align-start,
	.align-start {
	/* Old browsers */
	-webkit-box-align: start;
	-moz-box-align: start;
	box-align: start;
	/* Modern browsers */
	align-items: flex-start;
	}
	.hbox.align-end,
	.vbox.align-end,
	.align-end {
	/* Old browsers */
	-webkit-box-align: end;
	-moz-box-align: end;
	box-align: end;
	/* Modern browsers */
	align-items: flex-end;
	}
	.hbox.align-center,
	.vbox.align-center,
	.align-center {
	/* Old browsers */
	-webkit-box-align: center;
	-moz-box-align: center;
	box-align: center;
	/* Modern browsers */
	align-items: center;
	}
	.hbox.align-baseline,
	.vbox.align-baseline,
	.align-baseline {
	/* Old browsers */
	-webkit-box-align: baseline;
	-moz-box-align: baseline;
	box-align: baseline;
	/* Modern browsers */
	align-items: baseline;
	}
	.hbox.align-stretch,
	.vbox.align-stretch,
	.align-stretch {
	/* Old browsers */
	-webkit-box-align: stretch;
	-moz-box-align: stretch;
	box-align: stretch;
	/* Modern browsers */
	align-items: stretch;
	}
	div.error {
	margin: 2em;
	text-align: center;
	}
	div.error > h1 {
	font-size: 500%;
	line-height: normal;
	}
	div.error > p {
	font-size: 200%;
	line-height: normal;
	}
	div.traceback-wrapper {
	text-align: left;
	max-width: 800px;
	margin: auto;
	}
	div.traceback-wrapper pre.traceback {
	max-height: 600px;
	overflow: auto;
	}
	/**
	* Primary styles
	*
	* Author: Jupyter Development Team
	*/
	body {
	background-color: #fff;
	/* This makes sure that the body covers the entire window and needs to
	be in a different element than the display: box in wrapper below */
	position: absolute;
	left: 0px;
	right: 0px;
	top: 0px;
	bottom: 0px;
	overflow: visible;
	}
	body > #header {
	/* Initially hidden to prevent FLOUC */
	display: none;
	background-color: #fff;
	/* Display over codemirror */
	position: relative;
	z-index: 100;
	}
	body > #header #header-container {
	display: flex;
	flex-direction: row;
	justify-content: space-between;
	padding: 5px;
	padding-bottom: 5px;
	padding-top: 5px;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	}
	body > #header .header-bar {
	width: 100%;
	height: 1px;
	background: #e7e7e7;
	margin-bottom: -1px;
	}
	@media print {
	body > #header {
	display: none !important;
	}
	}
	#header-spacer {
	width: 100%;
	visibility: hidden;
	}
	@media print {
	#header-spacer {
	display: none;
	}
	}
	#ipython_notebook {
	padding-left: 0px;
	padding-top: 1px;
	padding-bottom: 1px;
	}
	[dir="rtl"] #ipython_notebook {
	margin-right: 10px;
	margin-left: 0;
	}
	[dir="rtl"] #ipython_notebook.pull-left {
	float: right !important;
	float: right;
	}
	.flex-spacer {
	flex: 1;
	}
	#noscript {
	width: auto;
	padding-top: 16px;
	padding-bottom: 16px;
	text-align: center;
	font-size: 22px;
	color: red;
	font-weight: bold;
	}
	#ipython_notebook img {
	height: 28px;
	}
	#site {
	width: 100%;
	display: none;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	overflow: auto;
	}
	@media print {
	#site {
	height: auto !important;
	}
	}
	/* Smaller buttons */
	.ui-button .ui-button-text {
	padding: 0.2em 0.8em;
	font-size: 77%;
	}
	input.ui-button {
	padding: 0.3em 0.9em;
	}
	span#kernel_logo_widget {
	margin: 0 10px;
	}
	span#login_widget {
	float: right;
	}
	[dir="rtl"] span#login_widget {
	float: left;
	}
	span#login_widget > .button,
	#logout {
	color: #333;
	background-color: #fff;
	border-color: #ccc;
	}
	span#login_widget > .button:focus,
	#logout:focus,
	span#login_widget > .button.focus,
	#logout.focus {
	color: #333;
	background-color: #e6e6e6;
	border-color: #8c8c8c;
	}
	span#login_widget > .button:hover,
	#logout:hover {
	color: #333;
	background-color: #e6e6e6;
	border-color: #adadad;
	}
	span#login_widget > .button:active,
	#logout:active,
	span#login_widget > .button.active,
	#logout.active,
	.open > .dropdown-togglespan#login_widget > .button,
	.open > .dropdown-toggle#logout {
	color: #333;
	background-color: #e6e6e6;
	border-color: #adadad;
	}
	span#login_widget > .button:active:hover,
	#logout:active:hover,
	span#login_widget > .button.active:hover,
	#logout.active:hover,
	.open > .dropdown-togglespan#login_widget > .button:hover,
	.open > .dropdown-toggle#logout:hover,
	span#login_widget > .button:active:focus,
	#logout:active:focus,
	span#login_widget > .button.active:focus,
	#logout.active:focus,
	.open > .dropdown-togglespan#login_widget > .button:focus,
	.open > .dropdown-toggle#logout:focus,
	span#login_widget > .button:active.focus,
	#logout:active.focus,
	span#login_widget > .button.active.focus,
	#logout.active.focus,
	.open > .dropdown-togglespan#login_widget > .button.focus,
	.open > .dropdown-toggle#logout.focus {
	color: #333;
	background-color: #d4d4d4;
	border-color: #8c8c8c;
	}
	span#login_widget > .button:active,
	#logout:active,
	span#login_widget > .button.active,
	#logout.active,
	.open > .dropdown-togglespan#login_widget > .button,
	.open > .dropdown-toggle#logout {
	background-image: none;
	}
	span#login_widget > .button.disabled:hover,
	#logout.disabled:hover,
	span#login_widget > .button[disabled]:hover,
	#logout[disabled]:hover,
	fieldset[disabled] span#login_widget > .button:hover,
	fieldset[disabled] #logout:hover,
	span#login_widget > .button.disabled:focus,
	#logout.disabled:focus,
	span#login_widget > .button[disabled]:focus,
	#logout[disabled]:focus,
	fieldset[disabled] span#login_widget > .button:focus,
	fieldset[disabled] #logout:focus,
	span#login_widget > .button.disabled.focus,
	#logout.disabled.focus,
	span#login_widget > .button[disabled].focus,
	#logout[disabled].focus,
	fieldset[disabled] span#login_widget > .button.focus,
	fieldset[disabled] #logout.focus {
	background-color: #fff;
	border-color: #ccc;
	}
	span#login_widget > .button .badge,
	#logout .badge {
	color: #fff;
	background-color: #333;
	}
	.nav-header {
	text-transform: none;
	}
	#header > span {
	margin-top: 10px;
	}
	.modal_stretch .modal-dialog {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	min-height: 80vh;
	}
	.modal_stretch .modal-dialog .modal-body {
	max-height: calc(100vh - 200px);
	overflow: auto;
	flex: 1;
	}
	.modal-header {
	cursor: move;
	}
	@media (min-width: 768px) {
	.modal .modal-dialog {
	width: 700px;
	}
	}
	@media (min-width: 768px) {
	select.form-control {
	margin-left: 12px;
	margin-right: 12px;
	}
	}
	/*!
	*
	* IPython auth
	*
	*/
	.center-nav {
	display: inline-block;
	margin-bottom: -4px;
	}
	[dir="rtl"] .center-nav form.pull-left {
	float: right !important;
	float: right;
	}
	[dir="rtl"] .center-nav .navbar-text {
	float: right;
	}
	[dir="rtl"] .navbar-inner {
	text-align: right;
	}
	[dir="rtl"] div.text-left {
	text-align: right;
	}
	/*!
	*
	* IPython tree view
	*
	*/
	/* We need an invisible input field on top of the sentense*/
	/* "Drag file onto the list ..." */
	.alternate_upload {
	background-color: none;
	display: inline;
	}
	.alternate_upload.form {
	padding: 0;
	margin: 0;
	}
	.alternate_upload input.fileinput {
	position: absolute;
	display: block;
	width: 100%;
	height: 100%;
	overflow: hidden;
	cursor: pointer;
	opacity: 0;
	z-index: 2;
	}
	.alternate_upload .btn-xs > input.fileinput {
	margin: -1px -5px;
	}
	.alternate_upload .btn-upload {
	position: relative;
	height: 22px;
	}
	::-webkit-file-upload-button {
	cursor: pointer;
	}
	/**
	* Primary styles
	*
	* Author: Jupyter Development Team
	*/
	ul#tabs {
	margin-bottom: 4px;
	}
	ul#tabs a {
	padding-top: 6px;
	padding-bottom: 4px;
	}
	[dir="rtl"] ul#tabs.nav-tabs > li {
	float: right;
	}
	[dir="rtl"] ul#tabs.nav.nav-tabs {
	padding-right: 0;
	}
	ul.breadcrumb a:focus,
	ul.breadcrumb a:hover {
	text-decoration: none;
	}
	ul.breadcrumb i.icon-home {
	font-size: 16px;
	margin-right: 4px;
	}
	ul.breadcrumb span {
	color: #5e5e5e;
	}
	.list_toolbar {
	padding: 4px 0 4px 0;
	vertical-align: middle;
	}
	.list_toolbar .tree-buttons {
	padding-top: 1px;
	}
	[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
	float: left !important;
	float: left;
	}
	[dir="rtl"] .list_toolbar .col-sm-4,
	[dir="rtl"] .list_toolbar .col-sm-8 {
	float: right;
	}
	.dynamic-buttons {
	padding-top: 3px;
	display: inline-block;
	}
	.list_toolbar [class*="span"] {
	min-height: 24px;
	}
	.list_header {
	font-weight: bold;
	background-color: #EEE;
	}
	.list_placeholder {
	font-weight: bold;
	padding-top: 4px;
	padding-bottom: 4px;
	padding-left: 7px;
	padding-right: 7px;
	}
	.list_container {
	margin-top: 4px;
	margin-bottom: 20px;
	border: 1px solid #ddd;
	border-radius: 2px;
	}
	.list_container > div {
	border-bottom: 1px solid #ddd;
	}
	.list_container > div:hover .list-item {
	background-color: red;
	}
	.list_container > div:last-child {
	border: none;
	}
	.list_item:hover .list_item {
	background-color: #ddd;
	}
	.list_item a {
	text-decoration: none;
	}
	.list_item:hover {
	background-color: #fafafa;
	}
	.list_header > div,
	.list_item > div {
	padding-top: 4px;
	padding-bottom: 4px;
	padding-left: 7px;
	padding-right: 7px;
	line-height: 22px;
	}
	.list_header > div input,
	.list_item > div input {
	margin-right: 7px;
	margin-left: 14px;
	vertical-align: text-bottom;
	line-height: 22px;
	position: relative;
	top: -1px;
	}
	.list_header > div .item_link,
	.list_item > div .item_link {
	margin-left: -1px;
	vertical-align: baseline;
	line-height: 22px;
	}
	[dir="rtl"] .list_item > div input {
	margin-right: 0;
	}
	.new-file input[type=checkbox] {
	visibility: hidden;
	}
	.item_name {
	line-height: 22px;
	height: 24px;
	}
	.item_icon {
	font-size: 14px;
	color: #5e5e5e;
	margin-right: 7px;
	margin-left: 7px;
	line-height: 22px;
	vertical-align: baseline;
	}
	.item_modified {
	margin-right: 7px;
	margin-left: 7px;
	}
	[dir="rtl"] .item_modified.pull-right {
	float: left !important;
	float: left;
	}
	.item_buttons {
	line-height: 1em;
	margin-left: -5px;
	}
	.item_buttons .btn,
	.item_buttons .btn-group,
	.item_buttons .input-group {
	float: left;
	}
	.item_buttons > .btn,
	.item_buttons > .btn-group,
	.item_buttons > .input-group {
	margin-left: 5px;
	}
	.item_buttons .btn {
	min-width: 13ex;
	}
	.item_buttons .running-indicator {
	padding-top: 4px;
	color: #5cb85c;
	}
	.item_buttons .kernel-name {
	padding-top: 4px;
	color: #5bc0de;
	margin-right: 7px;
	float: left;
	}
	[dir="rtl"] .item_buttons.pull-right {
	float: left !important;
	float: left;
	}
	[dir="rtl"] .item_buttons .kernel-name {
	margin-left: 7px;
	float: right;
	}
	.toolbar_info {
	height: 24px;
	line-height: 24px;
	}
	.list_item input:not([type=checkbox]) {
	padding-top: 3px;
	padding-bottom: 3px;
	height: 22px;
	line-height: 14px;
	margin: 0px;
	}
	.highlight_text {
	color: blue;
	}
	#project_name {
	display: inline-block;
	padding-left: 7px;
	margin-left: -2px;
	}
	#project_name > .breadcrumb {
	padding: 0px;
	margin-bottom: 0px;
	background-color: transparent;
	font-weight: bold;
	}
	.sort_button {
	display: inline-block;
	padding-left: 7px;
	}
	[dir="rtl"] .sort_button.pull-right {
	float: left !important;
	float: left;
	}
	#tree-selector {
	padding-right: 0px;
	}
	#button-select-all {
	min-width: 50px;
	}
	[dir="rtl"] #button-select-all.btn {
	float: right ;
	}
	#select-all {
	margin-left: 7px;
	margin-right: 2px;
	margin-top: 2px;
	height: 16px;
	}
	[dir="rtl"] #select-all.pull-left {
	float: right !important;
	float: right;
	}
	.menu_icon {
	margin-right: 2px;
	}
	.tab-content .row {
	margin-left: 0px;
	margin-right: 0px;
	}
	.folder_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f114";
	}
	.folder_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.folder_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.folder_icon:before.pull-left {
	margin-right: .3em;
	}
	.folder_icon:before.pull-right {
	margin-left: .3em;
	}
	.notebook_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f02d";
	position: relative;
	top: -1px;
	}
	.notebook_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.notebook_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.notebook_icon:before.pull-left {
	margin-right: .3em;
	}
	.notebook_icon:before.pull-right {
	margin-left: .3em;
	}
	.running_notebook_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f02d";
	position: relative;
	top: -1px;
	color: #5cb85c;
	}
	.running_notebook_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.running_notebook_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.running_notebook_icon:before.pull-left {
	margin-right: .3em;
	}
	.running_notebook_icon:before.pull-right {
	margin-left: .3em;
	}
	.file_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f016";
	position: relative;
	top: -2px;
	}
	.file_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.file_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.file_icon:before.pull-left {
	margin-right: .3em;
	}
	.file_icon:before.pull-right {
	margin-left: .3em;
	}
	#notebook_toolbar .pull-right {
	padding-top: 0px;
	margin-right: -1px;
	}
	ul#new-menu {
	left: auto;
	right: 0;
	}
	#new-menu .dropdown-header {
	font-size: 10px;
	border-bottom: 1px solid #e5e5e5;
	padding: 0 0 3px;
	margin: -3px 20px 0;
	}
	.kernel-menu-icon {
	padding-right: 12px;
	width: 24px;
	content: "\f096";
	}
	.kernel-menu-icon:before {
	content: "\f096";
	}
	.kernel-menu-icon-current:before {
	content: "\f00c";
	}
	#tab_content {
	padding-top: 20px;
	}
	#running .panel-group .panel {
	margin-top: 3px;
	margin-bottom: 1em;
	}
	#running .panel-group .panel .panel-heading {
	background-color: #EEE;
	padding-top: 4px;
	padding-bottom: 4px;
	padding-left: 7px;
	padding-right: 7px;
	line-height: 22px;
	}
	#running .panel-group .panel .panel-heading a:focus,
	#running .panel-group .panel .panel-heading a:hover {
	text-decoration: none;
	}
	#running .panel-group .panel .panel-body {
	padding: 0px;
	}
	#running .panel-group .panel .panel-body .list_container {
	margin-top: 0px;
	margin-bottom: 0px;
	border: 0px;
	border-radius: 0px;
	}
	#running .panel-group .panel .panel-body .list_container .list_item {
	border-bottom: 1px solid #ddd;
	}
	#running .panel-group .panel .panel-body .list_container .list_item:last-child {
	border-bottom: 0px;
	}
	.delete-button {
	display: none;
	}
	.duplicate-button {
	display: none;
	}
	.rename-button {
	display: none;
	}
	.move-button {
	display: none;
	}
	.download-button {
	display: none;
	}
	.shutdown-button {
	display: none;
	}
	.dynamic-instructions {
	display: inline-block;
	padding-top: 4px;
	}
	/*!
	*
	* IPython text editor webapp
	*
	*/
	.selected-keymap i.fa {
	padding: 0px 5px;
	}
	.selected-keymap i.fa:before {
	content: "\f00c";
	}
	#mode-menu {
	overflow: auto;
	max-height: 20em;
	}
	.edit_app #header {
	-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	}
	.edit_app #menubar .navbar {
	/* Use a negative 1 bottom margin, so the border overlaps the border of the
	header */
	margin-bottom: -1px;
	}
	.dirty-indicator {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	width: 20px;
	}
	.dirty-indicator.fa-pull-left {
	margin-right: .3em;
	}
	.dirty-indicator.fa-pull-right {
	margin-left: .3em;
	}
	.dirty-indicator.pull-left {
	margin-right: .3em;
	}
	.dirty-indicator.pull-right {
	margin-left: .3em;
	}
	.dirty-indicator-dirty {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	width: 20px;
	}
	.dirty-indicator-dirty.fa-pull-left {
	margin-right: .3em;
	}
	.dirty-indicator-dirty.fa-pull-right {
	margin-left: .3em;
	}
	.dirty-indicator-dirty.pull-left {
	margin-right: .3em;
	}
	.dirty-indicator-dirty.pull-right {
	margin-left: .3em;
	}
	.dirty-indicator-clean {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	width: 20px;
	}
	.dirty-indicator-clean.fa-pull-left {
	margin-right: .3em;
	}
	.dirty-indicator-clean.fa-pull-right {
	margin-left: .3em;
	}
	.dirty-indicator-clean.pull-left {
	margin-right: .3em;
	}
	.dirty-indicator-clean.pull-right {
	margin-left: .3em;
	}
	.dirty-indicator-clean:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f00c";
	}
	.dirty-indicator-clean:before.fa-pull-left {
	margin-right: .3em;
	}
	.dirty-indicator-clean:before.fa-pull-right {
	margin-left: .3em;
	}
	.dirty-indicator-clean:before.pull-left {
	margin-right: .3em;
	}
	.dirty-indicator-clean:before.pull-right {
	margin-left: .3em;
	}
	#filename {
	font-size: 16pt;
	display: table;
	padding: 0px 5px;
	}
	#current-mode {
	padding-left: 5px;
	padding-right: 5px;
	}
	#texteditor-backdrop {
	padding-top: 20px;
	padding-bottom: 20px;
	}
	@media not print {
	#texteditor-backdrop {
	background-color: #EEE;
	}
	}
	@media print {
	#texteditor-backdrop #texteditor-container .CodeMirror-gutter,
	#texteditor-backdrop #texteditor-container .CodeMirror-gutters {
	background-color: #fff;
	}
	}
	@media not print {
	#texteditor-backdrop #texteditor-container .CodeMirror-gutter,
	#texteditor-backdrop #texteditor-container .CodeMirror-gutters {
	background-color: #fff;
	}
	}
	@media not print {
	#texteditor-backdrop #texteditor-container {
	padding: 0px;
	background-color: #fff;
	-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	}
	}
	.CodeMirror-dialog {
	background-color: #fff;
	}
	/*!
	*
	* IPython notebook
	*
	*/
	/* CSS font colors for translated ANSI escape sequences */
	/* The color values are a mix of
	http://www.xcolors.net/dl/baskerville-ivorylight and
	http://www.xcolors.net/dl/euphrasia */
	.ansi-black-fg {
	color: #3E424D;
	}
	.ansi-black-bg {
	background-color: #3E424D;
	}
	.ansi-black-intense-fg {
	color: #282C36;
	}
	.ansi-black-intense-bg {
	background-color: #282C36;
	}
	.ansi-red-fg {
	color: #E75C58;
	}
	.ansi-red-bg {
	background-color: #E75C58;
	}
	.ansi-red-intense-fg {
	color: #B22B31;
	}
	.ansi-red-intense-bg {
	background-color: #B22B31;
	}
	.ansi-green-fg {
	color: #00A250;
	}
	.ansi-green-bg {
	background-color: #00A250;
	}
	.ansi-green-intense-fg {
	color: #007427;
	}
	.ansi-green-intense-bg {
	background-color: #007427;
	}
	.ansi-yellow-fg {
	color: #DDB62B;
	}
	.ansi-yellow-bg {
	background-color: #DDB62B;
	}
	.ansi-yellow-intense-fg {
	color: #B27D12;
	}
	.ansi-yellow-intense-bg {
	background-color: #B27D12;
	}
	.ansi-blue-fg {
	color: #208FFB;
	}
	.ansi-blue-bg {
	background-color: #208FFB;
	}
	.ansi-blue-intense-fg {
	color: #0065CA;
	}
	.ansi-blue-intense-bg {
	background-color: #0065CA;
	}
	.ansi-magenta-fg {
	color: #D160C4;
	}
	.ansi-magenta-bg {
	background-color: #D160C4;
	}
	.ansi-magenta-intense-fg {
	color: #A03196;
	}
	.ansi-magenta-intense-bg {
	background-color: #A03196;
	}
	.ansi-cyan-fg {
	color: #60C6C8;
	}
	.ansi-cyan-bg {
	background-color: #60C6C8;
	}
	.ansi-cyan-intense-fg {
	color: #258F8F;
	}
	.ansi-cyan-intense-bg {
	background-color: #258F8F;
	}
	.ansi-white-fg {
	color: #C5C1B4;
	}
	.ansi-white-bg {
	background-color: #C5C1B4;
	}
	.ansi-white-intense-fg {
	color: #A1A6B2;
	}
	.ansi-white-intense-bg {
	background-color: #A1A6B2;
	}
	.ansi-default-inverse-fg {
	color: #FFFFFF;
	}
	.ansi-default-inverse-bg {
	background-color: #000000;
	}
	.ansi-bold {
	font-weight: bold;
	}
	.ansi-underline {
	text-decoration: underline;
	}
	/* The following styles are deprecated an will be removed in a future version */
	.ansibold {
	font-weight: bold;
	}
	.ansi-inverse {
	outline: 0.5px dotted;
	}
	/* use dark versions for foreground, to improve visibility */
	.ansiblack {
	color: black;
	}
	.ansired {
	color: darkred;
	}
	.ansigreen {
	color: darkgreen;
	}
	.ansiyellow {
	color: #c4a000;
	}
	.ansiblue {
	color: darkblue;
	}
	.ansipurple {
	color: darkviolet;
	}
	.ansicyan {
	color: steelblue;
	}
	.ansigray {
	color: gray;
	}
	/* and light for background, for the same reason */
	.ansibgblack {
	background-color: black;
	}
	.ansibgred {
	background-color: red;
	}
	.ansibggreen {
	background-color: green;
	}
	.ansibgyellow {
	background-color: yellow;
	}
	.ansibgblue {
	background-color: blue;
	}
	.ansibgpurple {
	background-color: magenta;
	}
	.ansibgcyan {
	background-color: cyan;
	}
	.ansibggray {
	background-color: gray;
	}
	div.cell {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	border-radius: 2px;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	border-width: 1px;
	border-style: solid;
	border-color: transparent;
	width: 100%;
	padding: 5px;
	/* This acts as a spacer between cells, that is outside the border */
	margin: 0px;
	outline: none;
	position: relative;
	overflow: visible;
	}
	div.cell:before {
	position: absolute;
	display: block;
	top: -1px;
	left: -1px;
	width: 5px;
	height: calc(100% + 2px);
	content: '';
	background: transparent;
	}
	div.cell.jupyter-soft-selected {
	border-left-color: #E3F2FD;
	border-left-width: 1px;
	padding-left: 5px;
	border-right-color: #E3F2FD;
	border-right-width: 1px;
	background: #E3F2FD;
	}
	@media print {
	div.cell.jupyter-soft-selected {
	border-color: transparent;
	}
	}
	div.cell.selected,
	div.cell.selected.jupyter-soft-selected {
	border-color: #ababab;
	}
	div.cell.selected:before,
	div.cell.selected.jupyter-soft-selected:before {
	position: absolute;
	display: block;
	top: -1px;
	left: -1px;
	width: 5px;
	height: calc(100% + 2px);
	content: '';
	background: #42A5F5;
	}
	@media print {
	div.cell.selected,
	div.cell.selected.jupyter-soft-selected {
	border-color: transparent;
	}
	}
	.edit_mode div.cell.selected {
	border-color: #66BB6A;
	}
	.edit_mode div.cell.selected:before {
	position: absolute;
	display: block;
	top: -1px;
	left: -1px;
	width: 5px;
	height: calc(100% + 2px);
	content: '';
	background: #66BB6A;
	}
	@media print {
	.edit_mode div.cell.selected {
	border-color: transparent;
	}
	}
	.prompt {
	/* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
	min-width: 14ex;
	/* This padding is tuned to match the padding on the CodeMirror editor. */
	padding: 0.4em;
	margin: 0px;
	font-family: monospace;
	text-align: right;
	/* This has to match that of the the CodeMirror class line-height below */
	line-height: 1.21429em;
	/* Don't highlight prompt number selection */
	-webkit-touch-callout: none;
	-webkit-user-select: none;
	-khtml-user-select: none;
	-moz-user-select: none;
	-ms-user-select: none;
	user-select: none;
	/* Use default cursor */
	cursor: default;
	}
	@media (max-width: 540px) {
	.prompt {
	text-align: left;
	}
	}
	div.inner_cell {
	min-width: 0;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	/* Old browsers */
	-webkit-box-flex: 1;
	-moz-box-flex: 1;
	box-flex: 1;
	/* Modern browsers */
	flex: 1;
	}
	/* input_area and input_prompt must match in top border and margin for alignment */
	div.input_area {
	border: 1px solid #cfcfcf;
	border-radius: 2px;
	background: #f7f7f7;
	line-height: 1.21429em;
	}
	/* This is needed so that empty prompt areas can collapse to zero height when there
	is no content in the output_subarea and the prompt. The main purpose of this is
	to make sure that empty JavaScript output_subareas have no height. */
	div.prompt:empty {
	padding-top: 0;
	padding-bottom: 0;
	}
	div.unrecognized_cell {
	padding: 5px 5px 5px 0px;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: horizontal;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: horizontal;
	-moz-box-align: stretch;
	display: box;
	box-orient: horizontal;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: row;
	align-items: stretch;
	}
	div.unrecognized_cell .inner_cell {
	border-radius: 2px;
	padding: 5px;
	font-weight: bold;
	color: red;
	border: 1px solid #cfcfcf;
	background: #eaeaea;
	}
	div.unrecognized_cell .inner_cell a {
	color: inherit;
	text-decoration: none;
	}
	div.unrecognized_cell .inner_cell a:hover {
	color: inherit;
	text-decoration: none;
	}
	@media (max-width: 540px) {
	div.unrecognized_cell > div.prompt {
	display: none;
	}
	}
	div.code_cell {
	/* avoid page breaking on code cells when printing */
	}
	@media print {
	div.code_cell {
	page-break-inside: avoid;
	}
	}
	/* any special styling for code cells that are currently running goes here */
	div.input {
	page-break-inside: avoid;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: horizontal;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: horizontal;
	-moz-box-align: stretch;
	display: box;
	box-orient: horizontal;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: row;
	align-items: stretch;
	}
	@media (max-width: 540px) {
	div.input {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	}
	}
	/* input_area and input_prompt must match in top border and margin for alignment */
	div.input_prompt {
	color: #303F9F;
	border-top: 1px solid transparent;
	}
	div.input_area > div.highlight {
	margin: 0.4em;
	border: none;
	padding: 0px;
	background-color: transparent;
	}
	div.input_area > div.highlight > pre {
	margin: 0px;
	border: none;
	padding: 0px;
	background-color: transparent;
	}
	/* The following gets added to the <head> if it is detected that the user has a
	* monospace font with inconsistent normal/bold/italic height. See
	* notebookmain.js. Such fonts will have keywords vertically offset with
	* respect to the rest of the text. The user should select a better font.
	* See: https://github.com/ipython/ipython/issues/1503
	*
	* .CodeMirror span {
	* vertical-align: bottom;
	* }
	*/
	.CodeMirror {
	line-height: 1.21429em;
	/* Changed from 1em to our global default */
	font-size: 14px;
	height: auto;
	/* Changed to auto to autogrow */
	background: none;
	/* Changed from white to allow our bg to show through */
	}
	.CodeMirror-scroll {
	/* The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
	/* We have found that if it is visible, vertical scrollbars appear with font size changes.*/
	overflow-y: hidden;
	overflow-x: auto;
	}
	.CodeMirror-lines {
	/* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
	/* we have set a different line-height and want this to scale with that. */
	/* Note that this should set vertical padding only, since CodeMirror assumes
	that horizontal padding will be set on CodeMirror pre */
	padding: 0.4em 0;
	}
	.CodeMirror-linenumber {
	padding: 0 8px 0 4px;
	}
	.CodeMirror-gutters {
	border-bottom-left-radius: 2px;
	border-top-left-radius: 2px;
	}
	.CodeMirror pre {
	/* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
	use .CodeMirror-lines for vertical */
	padding: 0 0.4em;
	border: 0;
	border-radius: 0;
	}
	.CodeMirror-cursor {
	border-left: 1.4px solid black;
	}
	@media screen and (min-width: 2138px) and (max-width: 4319px) {
	.CodeMirror-cursor {
	border-left: 2px solid black;
	}
	}
	@media screen and (min-width: 4320px) {
	.CodeMirror-cursor {
	border-left: 4px solid black;
	}
	}
	/*

	Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
	Adapted from GitHub theme

	*/
	.highlight-base {
	color: #000;
	}
	.highlight-variable {
	color: #000;
	}
	.highlight-variable-2 {
	color: #1a1a1a;
	}
	.highlight-variable-3 {
	color: #333333;
	}
	.highlight-string {
	color: #BA2121;
	}
	.highlight-comment {
	color: #408080;
	font-style: italic;
	}
	.highlight-number {
	color: #080;
	}
	.highlight-atom {
	color: #88F;
	}
	.highlight-keyword {
	color: #008000;
	font-weight: bold;
	}
	.highlight-builtin {
	color: #008000;
	}
	.highlight-error {
	color: #f00;
	}
	.highlight-operator {
	color: #AA22FF;
	font-weight: bold;
	}
	.highlight-meta {
	color: #AA22FF;
	}
	/* previously not defined, copying from default codemirror */
	.highlight-def {
	color: #00f;
	}
	.highlight-string-2 {
	color: #f50;
	}
	.highlight-qualifier {
	color: #555;
	}
	.highlight-bracket {
	color: #997;
	}
	.highlight-tag {
	color: #170;
	}
	.highlight-attribute {
	color: #00c;
	}
	.highlight-header {
	color: blue;
	}
	.highlight-quote {
	color: #090;
	}
	.highlight-link {
	color: #00c;
	}
	/* apply the same style to codemirror */
	.cm-s-ipython span.cm-keyword {
	color: #008000;
	font-weight: bold;
	}
	.cm-s-ipython span.cm-atom {
	color: #88F;
	}
	.cm-s-ipython span.cm-number {
	color: #080;
	}
	.cm-s-ipython span.cm-def {
	color: #00f;
	}
	.cm-s-ipython span.cm-variable {
	color: #000;
	}
	.cm-s-ipython span.cm-operator {
	color: #AA22FF;
	font-weight: bold;
	}
	.cm-s-ipython span.cm-variable-2 {
	color: #1a1a1a;
	}
	.cm-s-ipython span.cm-variable-3 {
	color: #333333;
	}
	.cm-s-ipython span.cm-comment {
	color: #408080;
	font-style: italic;
	}
	.cm-s-ipython span.cm-string {
	color: #BA2121;
	}
	.cm-s-ipython span.cm-string-2 {
	color: #f50;
	}
	.cm-s-ipython span.cm-meta {
	color: #AA22FF;
	}
	.cm-s-ipython span.cm-qualifier {
	color: #555;
	}
	.cm-s-ipython span.cm-builtin {
	color: #008000;
	}
	.cm-s-ipython span.cm-bracket {
	color: #997;
	}
	.cm-s-ipython span.cm-tag {
	color: #170;
	}
	.cm-s-ipython span.cm-attribute {
	color: #00c;
	}
	.cm-s-ipython span.cm-header {
	color: blue;
	}
	.cm-s-ipython span.cm-quote {
	color: #090;
	}
	.cm-s-ipython span.cm-link {
	color: #00c;
	}
	.cm-s-ipython span.cm-error {
	color: #f00;
	}
	.cm-s-ipython span.cm-tab {
	background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
	background-position: right;
	background-repeat: no-repeat;
	}
	div.output_wrapper {
	/* this position must be relative to enable descendents to be absolute within it */
	position: relative;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	z-index: 1;
	}
	/* class for the output area when it should be height-limited */
	div.output_scroll {
	/* ideally, this would be max-height, but FF barfs all over that */
	height: 24em;
	/* FF needs this and the wrapper to specify full width, or it will shrinkwrap */
	width: 100%;
	overflow: auto;
	border-radius: 2px;
	-webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
	box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
	display: block;
	}
	/* output div while it is collapsed */
	div.output_collapsed {
	margin: 0px;
	padding: 0px;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	}
	div.out_prompt_overlay {
	height: 100%;
	padding: 0px 0.4em;
	position: absolute;
	border-radius: 2px;
	}
	div.out_prompt_overlay:hover {
	/* use inner shadow to get border that is computed the same on WebKit/FF */
	-webkit-box-shadow: inset 0 0 1px #000;
	box-shadow: inset 0 0 1px #000;
	background: rgba(240, 240, 240, 0.5);
	}
	div.output_prompt {
	color: #D84315;
	}
	/* This class is the outer container of all output sections. */
	div.output_area {
	padding: 0px;
	page-break-inside: avoid;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: horizontal;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: horizontal;
	-moz-box-align: stretch;
	display: box;
	box-orient: horizontal;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: row;
	align-items: stretch;
	}
	div.output_area .MathJax_Display {
	text-align: left !important;
	}
	div.output_area .rendered_html table {
	margin-left: 0;
	margin-right: 0;
	}
	div.output_area .rendered_html img {
	margin-left: 0;
	margin-right: 0;
	}
	div.output_area img,
	div.output_area svg {
	max-width: 100%;
	height: auto;
	}
	div.output_area img.unconfined,
	div.output_area svg.unconfined {
	max-width: none;
	}
	div.output_area .mglyph > img {
	max-width: none;
	}
	/* This is needed to protect the pre formating from global settings such
	as that of bootstrap */
	.output {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	}
	@media (max-width: 540px) {
	div.output_area {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	}
	}
	div.output_area pre {
	margin: 0;
	padding: 1px 0 1px 0;
	border: 0;
	vertical-align: baseline;
	color: black;
	background-color: transparent;
	border-radius: 0;
	}
	/* This class is for the output subarea inside the output_area and after
	the prompt div. */
	div.output_subarea {
	overflow-x: auto;
	padding: 0.4em;
	/* Old browsers */
	-webkit-box-flex: 1;
	-moz-box-flex: 1;
	box-flex: 1;
	/* Modern browsers */
	flex: 1;
	max-width: calc(100% - 14ex);
	}
	div.output_scroll div.output_subarea {
	overflow-x: visible;
	}
	/* The rest of the output_* classes are for special styling of the different
	output types */
	/* all text output has this class: */
	div.output_text {
	text-align: left;
	color: #000;
	/* This has to match that of the the CodeMirror class line-height below */
	line-height: 1.21429em;
	}
	/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are not streams */
	div.output_stderr {
	background: #fdd;
	/* very light red background for stderr */
	}
	div.output_latex {
	text-align: left;
	}
	/* Empty output_javascript divs should have no height */
	div.output_javascript:empty {
	padding: 0;
	}
	.js-error {
	color: darkred;
	}
	/* raw_input styles */
	div.raw_input_container {
	line-height: 1.21429em;
	padding-top: 5px;
	}
	pre.raw_input_prompt {
	/* nothing needed here. */
	}
	input.raw_input {
	font-family: monospace;
	font-size: inherit;
	color: inherit;
	width: auto;
	/* make sure input baseline aligns with prompt */
	vertical-align: baseline;
	/* padding + margin = 0.5em between prompt and cursor */
	padding: 0em 0.25em;
	margin: 0em 0.25em;
	}
	input.raw_input:focus {
	box-shadow: none;
	}
	p.p-space {
	margin-bottom: 10px;
	}
	div.output_unrecognized {
	padding: 5px;
	font-weight: bold;
	color: red;
	}
	div.output_unrecognized a {
	color: inherit;
	text-decoration: none;
	}
	div.output_unrecognized a:hover {
	color: inherit;
	text-decoration: none;
	}
	.rendered_html {
	color: #000;
	/* any extras will just be numbers: */
	}
	.rendered_html em {
	font-style: italic;
	}
	.rendered_html strong {
	font-weight: bold;
	}
	.rendered_html u {
	text-decoration: underline;
	}
	.rendered_html :link {
	text-decoration: underline;
	}
	.rendered_html :visited {
	text-decoration: underline;
	}
	.rendered_html h1 {
	font-size: 185.7%;
	margin: 1.08em 0 0 0;
	font-weight: bold;
	line-height: 1.0;
	}
	.rendered_html h2 {
	font-size: 157.1%;
	margin: 1.27em 0 0 0;
	font-weight: bold;
	line-height: 1.0;
	}
	.rendered_html h3 {
	font-size: 128.6%;
	margin: 1.55em 0 0 0;
	font-weight: bold;
	line-height: 1.0;
	}
	.rendered_html h4 {
	font-size: 100%;
	margin: 2em 0 0 0;
	font-weight: bold;
	line-height: 1.0;
	}
	.rendered_html h5 {
	font-size: 100%;
	margin: 2em 0 0 0;
	font-weight: bold;
	line-height: 1.0;
	font-style: italic;
	}
	.rendered_html h6 {
	font-size: 100%;
	margin: 2em 0 0 0;
	font-weight: bold;
	line-height: 1.0;
	font-style: italic;
	}
	.rendered_html h1:first-child {
	margin-top: 0.538em;
	}
	.rendered_html h2:first-child {
	margin-top: 0.636em;
	}
	.rendered_html h3:first-child {
	margin-top: 0.777em;
	}
	.rendered_html h4:first-child {
	margin-top: 1em;
	}
	.rendered_html h5:first-child {
	margin-top: 1em;
	}
	.rendered_html h6:first-child {
	margin-top: 1em;
	}
	.rendered_html ul:not(.list-inline),
	.rendered_html ol:not(.list-inline) {
	padding-left: 2em;
	}
	.rendered_html ul {
	list-style: disc;
	}
	.rendered_html ul ul {
	list-style: square;
	margin-top: 0;
	}
	.rendered_html ul ul ul {
	list-style: circle;
	}
	.rendered_html ol {
	list-style: decimal;
	}
	.rendered_html ol ol {
	list-style: upper-alpha;
	margin-top: 0;
	}
	.rendered_html ol ol ol {
	list-style: lower-alpha;
	}
	.rendered_html ol ol ol ol {
	list-style: lower-roman;
	}
	.rendered_html ol ol ol ol ol {
	list-style: decimal;
	}
	.rendered_html * + ul {
	margin-top: 1em;
	}
	.rendered_html * + ol {
	margin-top: 1em;
	}
	.rendered_html hr {
	color: black;
	background-color: black;
	}
	.rendered_html pre {
	margin: 1em 2em;
	padding: 0px;
	background-color: #fff;
	}
	.rendered_html code {
	background-color: #eff0f1;
	}
	.rendered_html p code {
	padding: 1px 5px;
	}
	.rendered_html pre code {
	background-color: #fff;
	}
	.rendered_html pre,
	.rendered_html code {
	border: 0;
	color: #000;
	font-size: 100%;
	}
	.rendered_html blockquote {
	margin: 1em 2em;
	}
	.rendered_html table {
	margin-left: auto;
	margin-right: auto;
	border: none;
	border-collapse: collapse;
	border-spacing: 0;
	color: black;
	font-size: 12px;
	table-layout: fixed;
	}
	.rendered_html thead {
	border-bottom: 1px solid black;
	vertical-align: bottom;
	}
	.rendered_html tr,
	.rendered_html th,
	.rendered_html td {
	text-align: right;
	vertical-align: middle;
	padding: 0.5em 0.5em;
	line-height: normal;
	white-space: normal;
	max-width: none;
	border: none;
	}
	.rendered_html th {
	font-weight: bold;
	}
	.rendered_html tbody tr:nth-child(odd) {
	background: #f5f5f5;
	}
	.rendered_html tbody tr:hover {
	background: rgba(66, 165, 245, 0.2);
	}
	.rendered_html * + table {
	margin-top: 1em;
	}
	.rendered_html p {
	text-align: left;
	}
	.rendered_html * + p {
	margin-top: 1em;
	}
	.rendered_html img {
	display: block;
	margin-left: auto;
	margin-right: auto;
	}
	.rendered_html * + img {
	margin-top: 1em;
	}
	.rendered_html img,
	.rendered_html svg {
	max-width: 100%;
	height: auto;
	}
	.rendered_html img.unconfined,
	.rendered_html svg.unconfined {
	max-width: none;
	}
	.rendered_html .alert {
	margin-bottom: initial;
	}
	.rendered_html * + .alert {
	margin-top: 1em;
	}
	[dir="rtl"] .rendered_html p {
	text-align: right;
	}
	div.text_cell {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: horizontal;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: horizontal;
	-moz-box-align: stretch;
	display: box;
	box-orient: horizontal;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: row;
	align-items: stretch;
	}
	@media (max-width: 540px) {
	div.text_cell > div.prompt {
	display: none;
	}
	}
	div.text_cell_render {
	/font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;/
	outline: none;
	resize: none;
	width: inherit;
	border-style: none;
	padding: 0.5em 0.5em 0.5em 0.4em;
	color: #000;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	}
	a.anchor-link:link {
	text-decoration: none;
	padding: 0px 20px;
	visibility: hidden;
	}
	h1:hover .anchor-link,
	h2:hover .anchor-link,
	h3:hover .anchor-link,
	h4:hover .anchor-link,
	h5:hover .anchor-link,
	h6:hover .anchor-link {
	visibility: visible;
	}
	.text_cell.rendered .input_area {
	display: none;
	}
	.text_cell.rendered .rendered_html {
	overflow-x: auto;
	overflow-y: hidden;
	}
	.text_cell.rendered .rendered_html tr,
	.text_cell.rendered .rendered_html th,
	.text_cell.rendered .rendered_html td {
	max-width: none;
	}
	.text_cell.unrendered .text_cell_render {
	display: none;
	}
	.text_cell .dropzone .input_area {
	border: 2px dashed #bababa;
	margin: -1px;
	}
	.cm-header-1,
	.cm-header-2,
	.cm-header-3,
	.cm-header-4,
	.cm-header-5,
	.cm-header-6 {
	font-weight: bold;
	font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
	}
	.cm-header-1 {
	font-size: 185.7%;
	}
	.cm-header-2 {
	font-size: 157.1%;
	}
	.cm-header-3 {
	font-size: 128.6%;
	}
	.cm-header-4 {
	font-size: 110%;
	}
	.cm-header-5 {
	font-size: 100%;
	font-style: italic;
	}
	.cm-header-6 {
	font-size: 100%;
	font-style: italic;
	}
	/*!
	*
	* IPython notebook webapp
	*
	*/
	@media (max-width: 767px) {
	.notebook_app {
	padding-left: 0px;
	padding-right: 0px;
	}
	}
	#ipython-main-app {
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	height: 100%;
	}
	div#notebook_panel {
	margin: 0px;
	padding: 0px;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	height: 100%;
	}
	div#notebook {
	font-size: 14px;
	line-height: 20px;
	overflow-y: hidden;
	overflow-x: auto;
	width: 100%;
	/* This spaces the page away from the edge of the notebook area */
	padding-top: 20px;
	margin: 0px;
	outline: none;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	min-height: 100%;
	}
	@media not print {
	#notebook-container {
	padding: 15px;
	background-color: #fff;
	min-height: 0;
	-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	}
	}
	@media print {
	#notebook-container {
	width: 100%;
	}
	}
	div.ui-widget-content {
	border: 1px solid #ababab;
	outline: none;
	}
	pre.dialog {
	background-color: #f7f7f7;
	border: 1px solid #ddd;
	border-radius: 2px;
	padding: 0.4em;
	padding-left: 2em;
	}
	p.dialog {
	padding: 0.2em;
	}
	/* Word-wrap output correctly. This is the CSS3 spelling, though Firefox seems
	to not honor it correctly. Webkit browsers (Chrome, rekonq, Safari) do.
	*/
	pre,
	code,
	kbd,
	samp {
	white-space: pre-wrap;
	}
	#fonttest {
	font-family: monospace;
	}
	p {
	margin-bottom: 0;
	}
	.end_space {
	min-height: 100px;
	transition: height .2s ease;
	}
	.notebook_app > #header {
	-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	}
	@media not print {
	.notebook_app {
	background-color: #EEE;
	}
	}
	kbd {
	border-style: solid;
	border-width: 1px;
	box-shadow: none;
	margin: 2px;
	padding-left: 2px;
	padding-right: 2px;
	padding-top: 1px;
	padding-bottom: 1px;
	}
	.jupyter-keybindings {
	padding: 1px;
	line-height: 24px;
	border-bottom: 1px solid gray;
	}
	.jupyter-keybindings input {
	margin: 0;
	padding: 0;
	border: none;
	}
	.jupyter-keybindings i {
	padding: 6px;
	}
	.well code {
	background-color: #ffffff;
	border-color: #ababab;
	border-width: 1px;
	border-style: solid;
	padding: 2px;
	padding-top: 1px;
	padding-bottom: 1px;
	}
	/* CSS for the cell toolbar */
	.celltoolbar {
	border: thin solid #CFCFCF;
	border-bottom: none;
	background: #EEE;
	border-radius: 2px 2px 0px 0px;
	width: 100%;
	height: 29px;
	padding-right: 4px;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: horizontal;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: horizontal;
	-moz-box-align: stretch;
	display: box;
	box-orient: horizontal;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: row;
	align-items: stretch;
	/* Old browsers */
	-webkit-box-pack: end;
	-moz-box-pack: end;
	box-pack: end;
	/* Modern browsers */
	justify-content: flex-end;
	display: -webkit-flex;
	}
	@media print {
	.celltoolbar {
	display: none;
	}
	}
	.ctb_hideshow {
	display: none;
	vertical-align: bottom;
	}
	/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
	Cell toolbars are only shown when the ctb_global_show class is also set.
	*/
	.ctb_global_show .ctb_show.ctb_hideshow {
	display: block;
	}
	.ctb_global_show .ctb_show + .input_area,
	.ctb_global_show .ctb_show + div.text_cell_input,
	.ctb_global_show .ctb_show ~ div.text_cell_render {
	border-top-right-radius: 0px;
	border-top-left-radius: 0px;
	}
	.ctb_global_show .ctb_show ~ div.text_cell_render {
	border: 1px solid #cfcfcf;
	}
	.celltoolbar {
	font-size: 87%;
	padding-top: 3px;
	}
	.celltoolbar select {
	display: block;
	width: 100%;
	height: 32px;
	padding: 6px 12px;
	font-size: 13px;
	line-height: 1.42857143;
	color: #555555;
	background-color: #fff;
	background-image: none;
	border: 1px solid #ccc;
	border-radius: 2px;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	-webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	-o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	height: 30px;
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	width: inherit;
	font-size: inherit;
	height: 22px;
	padding: 0px;
	display: inline-block;
	}
	.celltoolbar select:focus {
	border-color: #66afe9;
	outline: 0;
	-webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
	box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
	}
	.celltoolbar select::-moz-placeholder {
	color: #999;
	opacity: 1;
	}
	.celltoolbar select:-ms-input-placeholder {
	color: #999;
	}
	.celltoolbar select::-webkit-input-placeholder {
	color: #999;
	}
	.celltoolbar select::-ms-expand {
	border: 0;
	background-color: transparent;
	}
	.celltoolbar select[disabled],
	.celltoolbar select[readonly],
	fieldset[disabled] .celltoolbar select {
	background-color: #eeeeee;
	opacity: 1;
	}
	.celltoolbar select[disabled],
	fieldset[disabled] .celltoolbar select {
	cursor: not-allowed;
	}
	textarea.celltoolbar select {
	height: auto;
	}
	select.celltoolbar select {
	height: 30px;
	line-height: 30px;
	}
	textarea.celltoolbar select,
	select[multiple].celltoolbar select {
	height: auto;
	}
	.celltoolbar label {
	margin-left: 5px;
	margin-right: 5px;
	}
	.tags_button_container {
	width: 100%;
	display: flex;
	}
	.tag-container {
	display: flex;
	flex-direction: row;
	flex-grow: 1;
	overflow: hidden;
	position: relative;
	}
	.tag-container > * {
	margin: 0 4px;
	}
	.remove-tag-btn {
	margin-left: 4px;
	}
	.tags-input {
	display: flex;
	}
	.cell-tag:last-child:after {
	content: "";
	position: absolute;
	right: 0;
	width: 40px;
	height: 100%;
	/* Fade to background color of cell toolbar */
	background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
	}
	.tags-input > * {
	margin-left: 4px;
	}
	.cell-tag,
	.tags-input input,
	.tags-input button {
	display: block;
	width: 100%;
	height: 32px;
	padding: 6px 12px;
	font-size: 13px;
	line-height: 1.42857143;
	color: #555555;
	background-color: #fff;
	background-image: none;
	border: 1px solid #ccc;
	border-radius: 2px;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	-webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	-o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	height: 30px;
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	box-shadow: none;
	width: inherit;
	font-size: inherit;
	height: 22px;
	line-height: 22px;
	padding: 0px 4px;
	display: inline-block;
	}
	.cell-tag:focus,
	.tags-input input:focus,
	.tags-input button:focus {
	border-color: #66afe9;
	outline: 0;
	-webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
	box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
	}
	.cell-tag::-moz-placeholder,
	.tags-input input::-moz-placeholder,
	.tags-input button::-moz-placeholder {
	color: #999;
	opacity: 1;
	}
	.cell-tag:-ms-input-placeholder,
	.tags-input input:-ms-input-placeholder,
	.tags-input button:-ms-input-placeholder {
	color: #999;
	}
	.cell-tag::-webkit-input-placeholder,
	.tags-input input::-webkit-input-placeholder,
	.tags-input button::-webkit-input-placeholder {
	color: #999;
	}
	.cell-tag::-ms-expand,
	.tags-input input::-ms-expand,
	.tags-input button::-ms-expand {
	border: 0;
	background-color: transparent;
	}
	.cell-tag[disabled],
	.tags-input input[disabled],
	.tags-input button[disabled],
	.cell-tag[readonly],
	.tags-input input[readonly],
	.tags-input button[readonly],
	fieldset[disabled] .cell-tag,
	fieldset[disabled] .tags-input input,
	fieldset[disabled] .tags-input button {
	background-color: #eeeeee;
	opacity: 1;
	}
	.cell-tag[disabled],
	.tags-input input[disabled],
	.tags-input button[disabled],
	fieldset[disabled] .cell-tag,
	fieldset[disabled] .tags-input input,
	fieldset[disabled] .tags-input button {
	cursor: not-allowed;
	}
	textarea.cell-tag,
	textarea.tags-input input,
	textarea.tags-input button {
	height: auto;
	}
	select.cell-tag,
	select.tags-input input,
	select.tags-input button {
	height: 30px;
	line-height: 30px;
	}
	textarea.cell-tag,
	textarea.tags-input input,
	textarea.tags-input button,
	select[multiple].cell-tag,
	select[multiple].tags-input input,
	select[multiple].tags-input button {
	height: auto;
	}
	.cell-tag,
	.tags-input button {
	padding: 0px 4px;
	}
	.cell-tag {
	background-color: #fff;
	white-space: nowrap;
	}
	.tags-input input[type=text]:focus {
	outline: none;
	box-shadow: none;
	border-color: #ccc;
	}
	.completions {
	position: absolute;
	z-index: 110;
	overflow: hidden;
	border: 1px solid #ababab;
	border-radius: 2px;
	-webkit-box-shadow: 0px 6px 10px -1px #adadad;
	box-shadow: 0px 6px 10px -1px #adadad;
	line-height: 1;
	}
	.completions select {
	background: white;
	outline: none;
	border: none;
	padding: 0px;
	margin: 0px;
	overflow: auto;
	font-family: monospace;
	font-size: 110%;
	color: #000;
	width: auto;
	}
	.completions select option.context {
	color: #286090;
	}
	#kernel_logo_widget .current_kernel_logo {
	display: none;
	margin-top: -1px;
	margin-bottom: -1px;
	width: 32px;
	height: 32px;
	}
	[dir="rtl"] #kernel_logo_widget {
	float: left !important;
	float: left;
	}
	.modal .modal-body .move-path {
	display: flex;
	flex-direction: row;
	justify-content: space;
	align-items: center;
	}
	.modal .modal-body .move-path .server-root {
	padding-right: 20px;
	}
	.modal .modal-body .move-path .path-input {
	flex: 1;
	}
	#menubar {
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	margin-top: 1px;
	}
	#menubar .navbar {
	border-top: 1px;
	border-radius: 0px 0px 2px 2px;
	margin-bottom: 0px;
	}
	#menubar .navbar-toggle {
	float: left;
	padding-top: 7px;
	padding-bottom: 7px;
	border: none;
	}
	#menubar .navbar-collapse {
	clear: left;
	}
	[dir="rtl"] #menubar .navbar-toggle {
	float: right;
	}
	[dir="rtl"] #menubar .navbar-collapse {
	clear: right;
	}
	[dir="rtl"] #menubar .navbar-nav {
	float: right;
	}
	[dir="rtl"] #menubar .nav {
	padding-right: 0px;
	}
	[dir="rtl"] #menubar .navbar-nav > li {
	float: right;
	}
	[dir="rtl"] #menubar .navbar-right {
	float: left !important;
	}
	[dir="rtl"] ul.dropdown-menu {
	text-align: right;
	left: auto;
	}
	[dir="rtl"] ul#new-menu.dropdown-menu {
	right: auto;
	left: 0;
	}
	.nav-wrapper {
	border-bottom: 1px solid #e7e7e7;
	}
	i.menu-icon {
	padding-top: 4px;
	}
	[dir="rtl"] i.menu-icon.pull-right {
	float: left !important;
	float: left;
	}
	ul#help_menu li a {
	overflow: hidden;
	padding-right: 2.2em;
	}
	ul#help_menu li a i {
	margin-right: -1.2em;
	}
	[dir="rtl"] ul#help_menu li a {
	padding-left: 2.2em;
	}
	[dir="rtl"] ul#help_menu li a i {
	margin-right: 0;
	margin-left: -1.2em;
	}
	[dir="rtl"] ul#help_menu li a i.pull-right {
	float: left !important;
	float: left;
	}
	.dropdown-submenu {
	position: relative;
	}
	.dropdown-submenu > .dropdown-menu {
	top: 0;
	left: 100%;
	margin-top: -6px;
	margin-left: -1px;
	}
	[dir="rtl"] .dropdown-submenu > .dropdown-menu {
	right: 100%;
	margin-right: -1px;
	}
	.dropdown-submenu:hover > .dropdown-menu {
	display: block;
	}
	.dropdown-submenu > a:after {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	display: block;
	content: "\f0da";
	float: right;
	color: #333333;
	margin-top: 2px;
	margin-right: -10px;
	}
	.dropdown-submenu > a:after.fa-pull-left {
	margin-right: .3em;
	}
	.dropdown-submenu > a:after.fa-pull-right {
	margin-left: .3em;
	}
	.dropdown-submenu > a:after.pull-left {
	margin-right: .3em;
	}
	.dropdown-submenu > a:after.pull-right {
	margin-left: .3em;
	}
	[dir="rtl"] .dropdown-submenu > a:after {
	float: left;
	content: "\f0d9";
	margin-right: 0;
	margin-left: -10px;
	}
	.dropdown-submenu:hover > a:after {
	color: #262626;
	}
	.dropdown-submenu.pull-left {
	float: none;
	}
	.dropdown-submenu.pull-left > .dropdown-menu {
	left: -100%;
	margin-left: 10px;
	}
	#notification_area {
	float: right !important;
	float: right;
	z-index: 10;
	}
	[dir="rtl"] #notification_area {
	float: left !important;
	float: left;
	}
	.indicator_area {
	float: right !important;
	float: right;
	color: #777;
	margin-left: 5px;
	margin-right: 5px;
	width: 11px;
	z-index: 10;
	text-align: center;
	width: auto;
	}
	[dir="rtl"] .indicator_area {
	float: left !important;
	float: left;
	}
	#kernel_indicator {
	float: right !important;
	float: right;
	color: #777;
	margin-left: 5px;
	margin-right: 5px;
	width: 11px;
	z-index: 10;
	text-align: center;
	width: auto;
	border-left: 1px solid;
	}
	#kernel_indicator .kernel_indicator_name {
	padding-left: 5px;
	padding-right: 5px;
	}
	[dir="rtl"] #kernel_indicator {
	float: left !important;
	float: left;
	border-left: 0;
	border-right: 1px solid;
	}
	#modal_indicator {
	float: right !important;
	float: right;
	color: #777;
	margin-left: 5px;
	margin-right: 5px;
	width: 11px;
	z-index: 10;
	text-align: center;
	width: auto;
	}
	[dir="rtl"] #modal_indicator {
	float: left !important;
	float: left;
	}
	#readonly-indicator {
	float: right !important;
	float: right;
	color: #777;
	margin-left: 5px;
	margin-right: 5px;
	width: 11px;
	z-index: 10;
	text-align: center;
	width: auto;
	margin-top: 2px;
	margin-bottom: 0px;
	margin-left: 0px;
	margin-right: 0px;
	display: none;
	}
	.modal_indicator:before {
	width: 1.28571429em;
	text-align: center;
	}
	.edit_mode .modal_indicator:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f040";
	}
	.edit_mode .modal_indicator:before.fa-pull-left {
	margin-right: .3em;
	}
	.edit_mode .modal_indicator:before.fa-pull-right {
	margin-left: .3em;
	}
	.edit_mode .modal_indicator:before.pull-left {
	margin-right: .3em;
	}
	.edit_mode .modal_indicator:before.pull-right {
	margin-left: .3em;
	}
	.command_mode .modal_indicator:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: ' ';
	}
	.command_mode .modal_indicator:before.fa-pull-left {
	margin-right: .3em;
	}
	.command_mode .modal_indicator:before.fa-pull-right {
	margin-left: .3em;
	}
	.command_mode .modal_indicator:before.pull-left {
	margin-right: .3em;
	}
	.command_mode .modal_indicator:before.pull-right {
	margin-left: .3em;
	}
	.kernel_idle_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f10c";
	}
	.kernel_idle_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.kernel_idle_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.kernel_idle_icon:before.pull-left {
	margin-right: .3em;
	}
	.kernel_idle_icon:before.pull-right {
	margin-left: .3em;
	}
	.kernel_busy_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f111";
	}
	.kernel_busy_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.kernel_busy_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.kernel_busy_icon:before.pull-left {
	margin-right: .3em;
	}
	.kernel_busy_icon:before.pull-right {
	margin-left: .3em;
	}
	.kernel_dead_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f1e2";
	}
	.kernel_dead_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.kernel_dead_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.kernel_dead_icon:before.pull-left {
	margin-right: .3em;
	}
	.kernel_dead_icon:before.pull-right {
	margin-left: .3em;
	}
	.kernel_disconnected_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f127";
	}
	.kernel_disconnected_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.kernel_disconnected_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.kernel_disconnected_icon:before.pull-left {
	margin-right: .3em;
	}
	.kernel_disconnected_icon:before.pull-right {
	margin-left: .3em;
	}
	.notification_widget {
	color: #777;
	z-index: 10;
	background: rgba(240, 240, 240, 0.5);
	margin-right: 4px;
	color: #333;
	background-color: #fff;
	border-color: #ccc;
	}
	.notification_widget:focus,
	.notification_widget.focus {
	color: #333;
	background-color: #e6e6e6;
	border-color: #8c8c8c;
	}
	.notification_widget:hover {
	color: #333;
	background-color: #e6e6e6;
	border-color: #adadad;
	}
	.notification_widget:active,
	.notification_widget.active,
	.open > .dropdown-toggle.notification_widget {
	color: #333;
	background-color: #e6e6e6;
	border-color: #adadad;
	}
	.notification_widget:active:hover,
	.notification_widget.active:hover,
	.open > .dropdown-toggle.notification_widget:hover,
	.notification_widget:active:focus,
	.notification_widget.active:focus,
	.open > .dropdown-toggle.notification_widget:focus,
	.notification_widget:active.focus,
	.notification_widget.active.focus,
	.open > .dropdown-toggle.notification_widget.focus {
	color: #333;
	background-color: #d4d4d4;
	border-color: #8c8c8c;
	}
	.notification_widget:active,
	.notification_widget.active,
	.open > .dropdown-toggle.notification_widget {
	background-image: none;
	}
	.notification_widget.disabled:hover,
	.notification_widget[disabled]:hover,
	fieldset[disabled] .notification_widget:hover,
	.notification_widget.disabled:focus,
	.notification_widget[disabled]:focus,
	fieldset[disabled] .notification_widget:focus,
	.notification_widget.disabled.focus,
	.notification_widget[disabled].focus,
	fieldset[disabled] .notification_widget.focus {
	background-color: #fff;
	border-color: #ccc;
	}
	.notification_widget .badge {
	color: #fff;
	background-color: #333;
	}
	.notification_widget.warning {
	color: #fff;
	background-color: #f0ad4e;
	border-color: #eea236;
	}
	.notification_widget.warning:focus,
	.notification_widget.warning.focus {
	color: #fff;
	background-color: #ec971f;
	border-color: #985f0d;
	}
	.notification_widget.warning:hover {
	color: #fff;
	background-color: #ec971f;
	border-color: #d58512;
	}
	.notification_widget.warning:active,
	.notification_widget.warning.active,
	.open > .dropdown-toggle.notification_widget.warning {
	color: #fff;
	background-color: #ec971f;
	border-color: #d58512;
	}
	.notification_widget.warning:active:hover,
	.notification_widget.warning.active:hover,
	.open > .dropdown-toggle.notification_widget.warning:hover,
	.notification_widget.warning:active:focus,
	.notification_widget.warning.active:focus,
	.open > .dropdown-toggle.notification_widget.warning:focus,
	.notification_widget.warning:active.focus,
	.notification_widget.warning.active.focus,
	.open > .dropdown-toggle.notification_widget.warning.focus {
	color: #fff;
	background-color: #d58512;
	border-color: #985f0d;
	}
	.notification_widget.warning:active,
	.notification_widget.warning.active,
	.open > .dropdown-toggle.notification_widget.warning {
	background-image: none;
	}
	.notification_widget.warning.disabled:hover,
	.notification_widget.warning[disabled]:hover,
	fieldset[disabled] .notification_widget.warning:hover,
	.notification_widget.warning.disabled:focus,
	.notification_widget.warning[disabled]:focus,
	fieldset[disabled] .notification_widget.warning:focus,
	.notification_widget.warning.disabled.focus,
	.notification_widget.warning[disabled].focus,
	fieldset[disabled] .notification_widget.warning.focus {
	background-color: #f0ad4e;
	border-color: #eea236;
	}
	.notification_widget.warning .badge {
	color: #f0ad4e;
	background-color: #fff;
	}
	.notification_widget.success {
	color: #fff;
	background-color: #5cb85c;
	border-color: #4cae4c;
	}
	.notification_widget.success:focus,
	.notification_widget.success.focus {
	color: #fff;
	background-color: #449d44;
	border-color: #255625;
	}
	.notification_widget.success:hover {
	color: #fff;
	background-color: #449d44;
	border-color: #398439;
	}
	.notification_widget.success:active,
	.notification_widget.success.active,
	.open > .dropdown-toggle.notification_widget.success {
	color: #fff;
	background-color: #449d44;
	border-color: #398439;
	}
	.notification_widget.success:active:hover,
	.notification_widget.success.active:hover,
	.open > .dropdown-toggle.notification_widget.success:hover,
	.notification_widget.success:active:focus,
	.notification_widget.success.active:focus,
	.open > .dropdown-toggle.notification_widget.success:focus,
	.notification_widget.success:active.focus,
	.notification_widget.success.active.focus,
	.open > .dropdown-toggle.notification_widget.success.focus {
	color: #fff;
	background-color: #398439;
	border-color: #255625;
	}
	.notification_widget.success:active,
	.notification_widget.success.active,
	.open > .dropdown-toggle.notification_widget.success {
	background-image: none;
	}
	.notification_widget.success.disabled:hover,
	.notification_widget.success[disabled]:hover,
	fieldset[disabled] .notification_widget.success:hover,
	.notification_widget.success.disabled:focus,
	.notification_widget.success[disabled]:focus,
	fieldset[disabled] .notification_widget.success:focus,
	.notification_widget.success.disabled.focus,
	.notification_widget.success[disabled].focus,
	fieldset[disabled] .notification_widget.success.focus {
	background-color: #5cb85c;
	border-color: #4cae4c;
	}
	.notification_widget.success .badge {
	color: #5cb85c;
	background-color: #fff;
	}
	.notification_widget.info {
	color: #fff;
	background-color: #5bc0de;
	border-color: #46b8da;
	}
	.notification_widget.info:focus,
	.notification_widget.info.focus {
	color: #fff;
	background-color: #31b0d5;
	border-color: #1b6d85;
	}
	.notification_widget.info:hover {
	color: #fff;
	background-color: #31b0d5;
	border-color: #269abc;
	}
	.notification_widget.info:active,
	.notification_widget.info.active,
	.open > .dropdown-toggle.notification_widget.info {
	color: #fff;
	background-color: #31b0d5;
	border-color: #269abc;
	}
	.notification_widget.info:active:hover,
	.notification_widget.info.active:hover,
	.open > .dropdown-toggle.notification_widget.info:hover,
	.notification_widget.info:active:focus,
	.notification_widget.info.active:focus,
	.open > .dropdown-toggle.notification_widget.info:focus,
	.notification_widget.info:active.focus,
	.notification_widget.info.active.focus,
	.open > .dropdown-toggle.notification_widget.info.focus {
	color: #fff;
	background-color: #269abc;
	border-color: #1b6d85;
	}
	.notification_widget.info:active,
	.notification_widget.info.active,
	.open > .dropdown-toggle.notification_widget.info {
	background-image: none;
	}
	.notification_widget.info.disabled:hover,
	.notification_widget.info[disabled]:hover,
	fieldset[disabled] .notification_widget.info:hover,
	.notification_widget.info.disabled:focus,
	.notification_widget.info[disabled]:focus,
	fieldset[disabled] .notification_widget.info:focus,
	.notification_widget.info.disabled.focus,
	.notification_widget.info[disabled].focus,
	fieldset[disabled] .notification_widget.info.focus {
	background-color: #5bc0de;
	border-color: #46b8da;
	}
	.notification_widget.info .badge {
	color: #5bc0de;
	background-color: #fff;
	}
	.notification_widget.danger {
	color: #fff;
	background-color: #d9534f;
	border-color: #d43f3a;
	}
	.notification_widget.danger:focus,
	.notification_widget.danger.focus {
	color: #fff;
	background-color: #c9302c;
	border-color: #761c19;
	}
	.notification_widget.danger:hover {
	color: #fff;
	background-color: #c9302c;
	border-color: #ac2925;
	}
	.notification_widget.danger:active,
	.notification_widget.danger.active,
	.open > .dropdown-toggle.notification_widget.danger {
	color: #fff;
	background-color: #c9302c;
	border-color: #ac2925;
	}
	.notification_widget.danger:active:hover,
	.notification_widget.danger.active:hover,
	.open > .dropdown-toggle.notification_widget.danger:hover,
	.notification_widget.danger:active:focus,
	.notification_widget.danger.active:focus,
	.open > .dropdown-toggle.notification_widget.danger:focus,
	.notification_widget.danger:active.focus,
	.notification_widget.danger.active.focus,
	.open > .dropdown-toggle.notification_widget.danger.focus {
	color: #fff;
	background-color: #ac2925;
	border-color: #761c19;
	}
	.notification_widget.danger:active,
	.notification_widget.danger.active,
	.open > .dropdown-toggle.notification_widget.danger {
	background-image: none;
	}
	.notification_widget.danger.disabled:hover,
	.notification_widget.danger[disabled]:hover,
	fieldset[disabled] .notification_widget.danger:hover,
	.notification_widget.danger.disabled:focus,
	.notification_widget.danger[disabled]:focus,
	fieldset[disabled] .notification_widget.danger:focus,
	.notification_widget.danger.disabled.focus,
	.notification_widget.danger[disabled].focus,
	fieldset[disabled] .notification_widget.danger.focus {
	background-color: #d9534f;
	border-color: #d43f3a;
	}
	.notification_widget.danger .badge {
	color: #d9534f;
	background-color: #fff;
	}
	div#pager {
	background-color: #fff;
	font-size: 14px;
	line-height: 20px;
	overflow: hidden;
	display: none;
	position: fixed;
	bottom: 0px;
	width: 100%;
	max-height: 50%;
	padding-top: 8px;
	-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	/* Display over codemirror */
	z-index: 100;
	/* Hack which prevents jquery ui resizable from changing top. */
	top: auto !important;
	}
	div#pager pre {
	line-height: 1.21429em;
	color: #000;
	background-color: #f7f7f7;
	padding: 0.4em;
	}
	div#pager #pager-button-area {
	position: absolute;
	top: 8px;
	right: 20px;
	}
	div#pager #pager-contents {
	position: relative;
	overflow: auto;
	width: 100%;
	height: 100%;
	}
	div#pager #pager-contents #pager-container {
	position: relative;
	padding: 15px 0px;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	}
	div#pager .ui-resizable-handle {
	top: 0px;
	height: 8px;
	background: #f7f7f7;
	border-top: 1px solid #cfcfcf;
	border-bottom: 1px solid #cfcfcf;
	/* This injects handle bars (a short, wide = symbol) for
	the resize handle. */
	}
	div#pager .ui-resizable-handle::after {
	content: '';
	top: 2px;
	left: 50%;
	height: 3px;
	width: 30px;
	margin-left: -15px;
	position: absolute;
	border-top: 1px solid #cfcfcf;
	}
	.quickhelp {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: horizontal;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: horizontal;
	-moz-box-align: stretch;
	display: box;
	box-orient: horizontal;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: row;
	align-items: stretch;
	line-height: 1.8em;
	}
	.shortcut_key {
	display: inline-block;
	width: 21ex;
	text-align: right;
	font-family: monospace;
	}
	.shortcut_descr {
	display: inline-block;
	/* Old browsers */
	-webkit-box-flex: 1;
	-moz-box-flex: 1;
	box-flex: 1;
	/* Modern browsers */
	flex: 1;
	}
	span.save_widget {
	height: 30px;
	margin-top: 4px;
	display: flex;
	justify-content: flex-start;
	align-items: baseline;
	width: 50%;
	flex: 1;
	}
	span.save_widget span.filename {
	height: 100%;
	line-height: 1em;
	margin-left: 16px;
	border: none;
	font-size: 146.5%;
	text-overflow: ellipsis;
	overflow: hidden;
	white-space: nowrap;
	border-radius: 2px;
	}
	span.save_widget span.filename:hover {
	background-color: #e6e6e6;
	}
	[dir="rtl"] span.save_widget.pull-left {
	float: right !important;
	float: right;
	}
	[dir="rtl"] span.save_widget span.filename {
	margin-left: 0;
	margin-right: 16px;
	}
	span.checkpoint_status,
	span.autosave_status {
	font-size: small;
	white-space: nowrap;
	padding: 0 5px;
	}
	@media (max-width: 767px) {
	span.save_widget {
	font-size: small;
	padding: 0 0 0 5px;
	}
	span.checkpoint_status,
	span.autosave_status {
	display: none;
	}
	}
	@media (min-width: 768px) and (max-width: 991px) {
	span.checkpoint_status {
	display: none;
	}
	span.autosave_status {
	font-size: x-small;
	}
	}
	.toolbar {
	padding: 0px;
	margin-left: -5px;
	margin-top: 2px;
	margin-bottom: 5px;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	}
	.toolbar select,
	.toolbar label {
	width: auto;
	vertical-align: middle;
	margin-right: 2px;
	margin-bottom: 0px;
	display: inline;
	font-size: 92%;
	margin-left: 0.3em;
	margin-right: 0.3em;
	padding: 0px;
	padding-top: 3px;
	}
	.toolbar .btn {
	padding: 2px 8px;
	}
	.toolbar .btn-group {
	margin-top: 0px;
	margin-left: 5px;
	}
	.toolbar-btn-label {
	margin-left: 6px;
	}
	#maintoolbar {
	margin-bottom: -3px;
	margin-top: -8px;
	border: 0px;
	min-height: 27px;
	margin-left: 0px;
	padding-top: 11px;
	padding-bottom: 3px;
	}
	#maintoolbar .navbar-text {
	float: none;
	vertical-align: middle;
	text-align: right;
	margin-left: 5px;
	margin-right: 0px;
	margin-top: 0px;
	}
	.select-xs {
	height: 24px;
	}
	[dir="rtl"] .btn-group > .btn,
	.btn-group-vertical > .btn {
	float: right;
	}
	.pulse,
	.dropdown-menu > li > a.pulse,
	li.pulse > a.dropdown-toggle,
	li.pulse.open > a.dropdown-toggle {
	background-color: #F37626;
	color: white;
	}
	/**
	* Primary styles
	*
	* Author: Jupyter Development Team
	*/
	/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
	* of chance of beeing generated from the ../less/[samename].less file, you can
	* try to get back the less file by reverting somme commit in history
	**/
	/*
	* We'll try to get something pretty, so we
	* have some strange css to have the scroll bar on
	* the left with fix button on the top right of the tooltip
	*/
	@-moz-keyframes fadeOut {
	from {
	opacity: 1;
	}
	to {
	opacity: 0;
	}
	}
	@-webkit-keyframes fadeOut {
	from {
	opacity: 1;
	}
	to {
	opacity: 0;
	}
	}
	@-moz-keyframes fadeIn {
	from {
	opacity: 0;
	}
	to {
	opacity: 1;
	}
	}
	@-webkit-keyframes fadeIn {
	from {
	opacity: 0;
	}
	to {
	opacity: 1;
	}
	}
	/properties of tooltip after "expand"/
	.bigtooltip {
	overflow: auto;
	height: 200px;
	-webkit-transition-property: height;
	-webkit-transition-duration: 500ms;
	-moz-transition-property: height;
	-moz-transition-duration: 500ms;
	transition-property: height;
	transition-duration: 500ms;
	}
	/properties of tooltip before "expand"/
	.smalltooltip {
	-webkit-transition-property: height;
	-webkit-transition-duration: 500ms;
	-moz-transition-property: height;
	-moz-transition-duration: 500ms;
	transition-property: height;
	transition-duration: 500ms;
	text-overflow: ellipsis;
	overflow: hidden;
	height: 80px;
	}
	.tooltipbuttons {
	position: absolute;
	padding-right: 15px;
	top: 0px;
	right: 0px;
	}
	.tooltiptext {
	/avoid the button to overlap on some docstring/
	padding-right: 30px;
	}
	.ipython_tooltip {
	max-width: 700px;
	/fade-in animation when inserted/
	-webkit-animation: fadeOut 400ms;
	-moz-animation: fadeOut 400ms;
	animation: fadeOut 400ms;
	-webkit-animation: fadeIn 400ms;
	-moz-animation: fadeIn 400ms;
	animation: fadeIn 400ms;
	vertical-align: middle;
	background-color: #f7f7f7;
	overflow: visible;
	border: #ababab 1px solid;
	outline: none;
	padding: 3px;
	margin: 0px;
	padding-left: 7px;
	font-family: monospace;
	min-height: 50px;
	-moz-box-shadow: 0px 6px 10px -1px #adadad;
	-webkit-box-shadow: 0px 6px 10px -1px #adadad;
	box-shadow: 0px 6px 10px -1px #adadad;
	border-radius: 2px;
	position: absolute;
	z-index: 1000;
	}
	.ipython_tooltip a {
	float: right;
	}
	.ipython_tooltip .tooltiptext pre {
	border: 0;
	border-radius: 0;
	font-size: 100%;
	background-color: #f7f7f7;
	}
	.pretooltiparrow {
	left: 0px;
	margin: 0px;
	top: -16px;
	width: 40px;
	height: 16px;
	overflow: hidden;
	position: absolute;
	}
	.pretooltiparrow:before {
	background-color: #f7f7f7;
	border: 1px #ababab solid;
	z-index: 11;
	content: "";
	position: absolute;
	left: 15px;
	top: 10px;
	width: 25px;
	height: 25px;
	-webkit-transform: rotate(45deg);
	-moz-transform: rotate(45deg);
	-ms-transform: rotate(45deg);
	-o-transform: rotate(45deg);
	}
	ul.typeahead-list i {
	margin-left: -10px;
	width: 18px;
	}
	[dir="rtl"] ul.typeahead-list i {
	margin-left: 0;
	margin-right: -10px;
	}
	ul.typeahead-list {
	max-height: 80vh;
	overflow: auto;
	}
	ul.typeahead-list > li > a {
	/ Firefox bug /
	/* see https://github.com/jupyter/notebook/issues/559 */
	white-space: normal;
	}
	ul.typeahead-list > li > a.pull-right {
	float: left !important;
	float: left;
	}
	[dir="rtl"] .typeahead-list {
	text-align: right;
	}
	.cmd-palette .modal-body {
	padding: 7px;
	}
	.cmd-palette form {
	background: white;
	}
	.cmd-palette input {
	outline: none;
	}
	.no-shortcut {
	min-width: 20px;
	color: transparent;
	}
	[dir="rtl"] .no-shortcut.pull-right {
	float: left !important;
	float: left;
	}
	[dir="rtl"] .command-shortcut.pull-right {
	float: left !important;
	float: left;
	}
	.command-shortcut:before {
	content: "(command mode)";
	padding-right: 3px;
	color: #777777;
	}
	.edit-shortcut:before {
	content: "(edit)";
	padding-right: 3px;
	color: #777777;
	}
	[dir="rtl"] .edit-shortcut.pull-right {
	float: left !important;
	float: left;
	}
	#find-and-replace #replace-preview .match,
	#find-and-replace #replace-preview .insert {
	background-color: #BBDEFB;
	border-color: #90CAF9;
	border-style: solid;
	border-width: 1px;
	border-radius: 0px;
	}
	[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
	border-left: none;
	}
	[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
	border-right: none;
	}
	#find-and-replace #replace-preview .replace .match {
	background-color: #FFCDD2;
	border-color: #EF9A9A;
	border-radius: 0px;
	}
	#find-and-replace #replace-preview .replace .insert {
	background-color: #C8E6C9;
	border-color: #A5D6A7;
	border-radius: 0px;
	}
	#find-and-replace #replace-preview {
	max-height: 60vh;
	overflow: auto;
	}
	#find-and-replace #replace-preview pre {
	padding: 5px 10px;
	}
	.terminal-app {
	background: #EEE;
	}
	.terminal-app #header {
	background: #fff;
	-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	}
	.terminal-app .terminal {
	width: 100%;
	float: left;
	font-family: monospace;
	color: white;
	background: black;
	padding: 0.4em;
	border-radius: 2px;
	-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
	box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
	}
	.terminal-app .terminal,
	.terminal-app .terminal dummy-screen {
	line-height: 1em;
	font-size: 14px;
	}
	.terminal-app .terminal .xterm-rows {
	padding: 10px;
	}
	.terminal-app .terminal-cursor {
	color: black;
	background: white;
	}
	.terminal-app #terminado-container {
	margin-top: 20px;
	}
	/# sourceMappingURL=style.min.css.map /
	</style>
	<style type="text/css">
	.highlight .hll { background-color: #ffffcc }
	.highlight { background: #f8f8f8; }
	.highlight .c { color: #408080; font-style: italic } /* Comment */
	.highlight .err { border: 1px solid #FF0000 } /* Error */
	.highlight .k { color: #008000; font-weight: bold } /* Keyword */
	.highlight .o { color: #666666 } /* Operator */
	.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
	.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
	.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
	.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
	.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
	.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
	.highlight .gd { color: #A00000 } /* Generic.Deleted */
	.highlight .ge { font-style: italic } /* Generic.Emph */
	.highlight .gr { color: #FF0000 } /* Generic.Error */
	.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
	.highlight .gi { color: #00A000 } /* Generic.Inserted */
	.highlight .go { color: #888888 } /* Generic.Output */
	.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
	.highlight .gs { font-weight: bold } /* Generic.Strong */
	.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
	.highlight .gt { color: #0044DD } /* Generic.Traceback */
	.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
	.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
	.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
	.highlight .kp { color: #008000 } /* Keyword.Pseudo */
	.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
	.highlight .kt { color: #B00040 } /* Keyword.Type */
	.highlight .m { color: #666666 } /* Literal.Number */
	.highlight .s { color: #BA2121 } /* Literal.String */
	.highlight .na { color: #7D9029 } /* Name.Attribute */
	.highlight .nb { color: #008000 } /* Name.Builtin */
	.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
	.highlight .no { color: #880000 } /* Name.Constant */
	.highlight .nd { color: #AA22FF } /* Name.Decorator */
	.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
	.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
	.highlight .nf { color: #0000FF } /* Name.Function */
	.highlight .nl { color: #A0A000 } /* Name.Label */
	.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
	.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
	.highlight .nv { color: #19177C } /* Name.Variable */
	.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
	.highlight .w { color: #bbbbbb } /* Text.Whitespace */
	.highlight .mb { color: #666666 } /* Literal.Number.Bin */
	.highlight .mf { color: #666666 } /* Literal.Number.Float */
	.highlight .mh { color: #666666 } /* Literal.Number.Hex */
	.highlight .mi { color: #666666 } /* Literal.Number.Integer */
	.highlight .mo { color: #666666 } /* Literal.Number.Oct */
	.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
	.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
	.highlight .sc { color: #BA2121 } /* Literal.String.Char */
	.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
	.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
	.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
	.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
	.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
	.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
	.highlight .sx { color: #008000 } /* Literal.String.Other */
	.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
	.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
	.highlight .ss { color: #19177C } /* Literal.String.Symbol */
	.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
	.highlight .fm { color: #0000FF } /* Name.Function.Magic */
	.highlight .vc { color: #19177C } /* Name.Variable.Class */
	.highlight .vg { color: #19177C } /* Name.Variable.Global */
	.highlight .vi { color: #19177C } /* Name.Variable.Instance */
	.highlight .vm { color: #19177C } /* Name.Variable.Magic */
	.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
	</style>


	<style type="text/css">
	/* Overrides of notebook CSS for static HTML export */
	.reveal {
	font-size: 160%;
	}
	.reveal pre {
	width: inherit;
	padding: 0.4em;
	margin: 0px;
	font-family: monospace, sans-serif;
	font-size: 80%;
	box-shadow: 0px 0px 0px rgba(0, 0, 0, 0);
	}
	.reveal pre code {
	padding: 0px;
	}
	.reveal section img {
	border: 0px solid black;
	box-shadow: 0 0 10px rgba(0, 0, 0, 0);
	}
	.reveal i {
	font-style: normal;
	font-family: FontAwesome;
	font-size: 2em;
	}
	.reveal .slides {
	text-align: left;
	}
	.reveal.fade {
	opacity: 1;
	}
	.reveal .progress {
	position: static;
	}
	.reveal .controls .navigate-left,
	.reveal .controls .navigate-left.enabled {
	border-right-color: #727272;
	}
	.reveal .controls .navigate-left.enabled:hover,
	.reveal .controls .navigate-left.enabled.enabled:hover {
	border-right-color: #dfdfdf;
	}
	.reveal .controls .navigate-right,
	.reveal .controls .navigate-right.enabled {
	border-left-color: #727272;
	}
	.reveal .controls .navigate-right.enabled:hover,
	.reveal .controls .navigate-right.enabled.enabled:hover {
	border-left-color: #dfdfdf;
	}
	.reveal .controls .navigate-up,
	.reveal .controls .navigate-up.enabled {
	border-bottom-color: #727272;
	}
	.reveal .controls .navigate-up.enabled:hover,
	.reveal .controls .navigate-up.enabled.enabled:hover {
	border-bottom-color: #dfdfdf;
	}
	.reveal .controls .navigate-down,
	.reveal .controls .navigate-down.enabled {
	border-top-color: #727272;
	}
	.reveal .controls .navigate-down.enabled:hover,
	.reveal .controls .navigate-down.enabled.enabled:hover {
	border-top-color: #dfdfdf;
	}
	.reveal .progress span {
	background: #727272;
	}
	div.input_area {
	padding: 0.06em;
	}
	div.code_cell {
	background-color: transparent;
	}
	div.prompt {
	width: 11ex;
	padding: 0.4em;
	margin: 0px;
	font-family: monospace, sans-serif;
	font-size: 80%;
	text-align: right;
	}
	div.output_area pre {
	font-family: monospace, sans-serif;
	font-size: 80%;
	}
	div.output_prompt {
	/* 5px right shift to account for margin in parent container */
	margin: 5px 5px 0 0;
	}
	div.text_cell.rendered .rendered_html {
	/* The H1 height seems miscalculated, we are just hidding the scrollbar */
	overflow-y: hidden;
	}
	a.anchor-link {
	/* There is still an anchor, we are only hidding it */
	display: none;
	}
	.rendered_html p {
	text-align: inherit;
	}
	::-webkit-scrollbar
	{
	width: 6px;
	height: 6px;
	}
	::-webkit-scrollbar *
	{
	background:transparent;
	}
	::-webkit-scrollbar-thumb
	{
	background: #727272 !important;
	}
	</style>

	<!-- Custom stylesheet, it must be in the same directory as the html file -->
	<link rel="stylesheet" href="custom.css">

	</head>


	<script src="//ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js"></script>

	<style type="text/css">
	//div.output_wrapper {
	// margin-top: 0px;
	//}
	.input_hidden {
	display: none;
	// margin-top: 5px;
	}
	</style>

	<script>
	$(document).ready(function(){
	$(".output_wrapper").click(function(){
	$(this).prev('.input_hidden').slideToggle();
	});
	})
	</script>

	<body>


	<div class="reveal">
	<div class="slides">
	<section><section>
	<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
	</div><div class="inner_cell">
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	<h1 id="Data-visualization">Data visualization<a class="anchor-link" href="#Data-visualization">¶</a></h1>
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	<p>Let's focus on some important variables</p>

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	<div class="prompt input_prompt">In [12]:</div>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">DebtToIncomeRatio</span><span class="p">,</span><span class="n">bins</span> <span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">100</span><span class="p">))</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">DebtToIncomeRatio</span><span class="o">.</span><span class="n">mean</span><span class="p">(),</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">'r'</span><span class="p">);</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">'Debt to income distribution'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">'count of loans'</span><span class="p">)</span>

	<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">'Debt To Income Ratio'</span><span class="p">);</span>
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	<p>Debt to income is right skewed with average of 25%</p>

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	<div class="prompt input_prompt">In [26]:</div>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">EmploymentStatusDuration</span><span class="o">/</span><span class="mi">12</span><span class="p">,</span><span class="n">bins</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">30</span><span class="p">,</span><span class="mi">100</span><span class="p">),</span><span class="n">density</span> <span class="o">=</span> <span class="kc">True</span> <span class="p">);</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">'Employment Status Duration distribution'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">EmploymentStatusDuration</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">/</span><span class="mi">12</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">'r'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">'</span><span class="si">% o</span><span class="s1">f loans'</span><span class="p">)</span>

	<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">'Employment Status Duration (Years)'</span><span class="p">);</span>
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	<p>Amount of Employment Status Duration is right skewed with average of 7 years of employment</p>

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	<div class="prompt input_prompt">In [27]:</div>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">CurrentCreditLines</span><span class="p">,</span><span class="n">bins</span> <span class="o">=</span> <span class="mi">20</span><span class="p">,</span><span class="n">density</span> <span class="o">=</span> <span class="kc">True</span> <span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">'Current Credit Lines distribution'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">CurrentCreditLines</span><span class="o">.</span><span class="n">mean</span><span class="p">(),</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">'r'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">'</span><span class="si">% o</span><span class="s1">f loans'</span><span class="p">)</span>

	<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">'Current Credit Lines'</span><span class="p">);</span>
	</pre></div>

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	<p>Amount of credit lines is right skewed with average of 10 lines</p>

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	<h1 id="What-happened-after-2008-?">What happened after 2008 ?<a class="anchor-link" href="#What-happened-after-2008-?">¶</a></h1>
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	<p>The financial crises happened in 2008, laons defaulted was one of the key factors that caused the crises, what happened before and after 2008, the following charts show the trends of the # of loans , sum of loans and borrower rate per year</p>

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	<p><strong><em>Loan Amount in M$ (red line) Vs Count of loans (blue line) over the years</em></strong></p>

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	<div class="prompt input_prompt">In [16]:</div>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ax</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">'LoanOriginationYear'</span><span class="p">])</span><span class="o">.</span><span class="n">count</span><span class="p">()</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">line</span><span class="p">()</span>
	<span class="n">ax1</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">twinx</span><span class="p">()</span>
	<span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">'LoanOriginationYear'</span><span class="p">])</span><span class="o">.</span><span class="n">sum</span><span class="p">()[[</span><span class="s1">'LoanOriginalAmount'</span><span class="p">]]</span><span class="o">/</span><span class="mi">1000000</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">line</span><span class="p">(</span><span class="n">ax</span><span class="o">=</span><span class="n">ax1</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">'r'</span><span class="p">,</span><span class="n">secondary_y</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">'Year'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">'Loan Amount in M$ (red line) Vs Count of loans (blue line) over the years'</span><span class="p">)</span>

	<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">'Amount of loans M$'</span><span class="p">)</span>
	<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">'Loans #'</span><span class="p">,</span><span class="s1">'Loan M$'</span><span class="p">])</span>
	<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">'Count of loans'</span><span class="p">);</span>
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
	"
	>
	</div>

	</div>

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	<p>as shown in the graph above, after 2008 there was a sharp decline in # of loans and the amount of money lended, then a ste increase in both metircs, reaching the maximum by 2013.</p>

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	<p><strong><em>Loan Rate % over the years</em></strong></p>

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	<div class="prompt input_prompt">In [17]:</div>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s2">"LoanOriginationYear"</span><span class="p">,</span> <span class="n">column</span><span class="o">=</span><span class="s2">"BorrowerRate"</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">'Rate'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">'Year'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">''</span><span class="p">);</span>
	</pre></div>

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	<p>as shown in the graph above, after 2008 there was an increase in loan rate after 2008, which is expected, then it started to decline after 2011.</p>

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	<p><strong><em>Loan status over the years</em></strong></p>

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	<div class="prompt input_prompt">In [18]:</div>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="n">closedLoans</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="o">~</span><span class="n">df</span><span class="p">[</span><span class="s1">'ClosedDate'</span><span class="p">]</span><span class="o">.</span><span class="n">isna</span><span class="p">()]</span>
	<span class="n">time_bar</span><span class="p">(</span><span class="n">closedLoans</span><span class="p">,</span><span class="s1">'LoanOriginationYear'</span><span class="p">,</span> <span class="s1">'LoanStatus'</span> <span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">'</span><span class="si">% o</span><span class="s1">f loan status over the years'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">'</span><span class="si">% o</span><span class="s1">f loans'</span><span class="p">)</span>

	<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">'Year'</span><span class="p">);</span>
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	<p>Loan defaulted was the highest in 2006, started to decline sharply since 2009 with more completed loans, but what is the reason for that ? Let's see why people take loans at first place?</p>

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	<p><strong><em>Loan reason over the years</em></strong></p>

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	<div class="prompt input_prompt">In [20]:</div>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="n">time_bar</span><span class="p">(</span><span class="n">df</span><span class="p">,</span><span class="s1">'LoanOriginationYear'</span><span class="p">,</span><span class="s1">'loanreason'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">title</span> <span class="o">=</span> <span class="s1">'Loan Reason'</span><span class="p">,</span> <span class="n">bbox_to_anchor</span><span class="o">=</span><span class="p">(</span><span class="mf">1.05</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">loc</span><span class="o">=</span><span class="s1">'upper left'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">'</span><span class="si">% o</span><span class="s1">f loan reason over the years'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">'</span><span class="si">% o</span><span class="s1">f loans'</span><span class="p">)</span>

	<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">'Year'</span><span class="p">);</span>
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	<p>Well, there're alot of reasons, we can't see much, however, we can see debt consolidation category started to spike after 2008. let's focus a bit on that.</p>

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	<p><strong><em>% of debt consolidation over the years</em></strong></p>

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	<div class="prompt input_prompt">In [21]:</div>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s1">'isdebtcons'</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">'ListingCategory (numeric)'</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span>
	<span class="n">time_bar</span><span class="p">(</span><span class="n">df</span><span class="p">,</span><span class="s1">'LoanOriginationYear'</span><span class="p">,</span><span class="s1">'isdebtcons'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">'</span><span class="si">% o</span><span class="s1">f debt consolidation over the years'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">title</span> <span class="o">=</span> <span class="s1">'Debt Consolidation'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">'</span><span class="si">% o</span><span class="s1">f loans'</span><span class="p">)</span>

	<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">'Year'</span><span class="p">);</span>
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	<p>As shown above, after 2008 the debt consolidation is the # 1 reason for asking for loans, by 2013 it represented around 80% of the # of loans. interesting, isn't it?</p>

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	<p><strong><em># of debt consolidation loans over the years</em></strong></p>

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	<div class="prompt input_prompt">In [22]:</div>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="n">time_bar</span><span class="p">(</span><span class="n">df</span><span class="p">,</span><span class="s1">'LoanOriginationYear'</span><span class="p">,</span><span class="s1">'isdebtcons'</span><span class="p">,</span><span class="n">ispercent</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">title</span> <span class="o">=</span> <span class="s1">'Debt Consolidation'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">'Count of debt consolidation loans over the years'</span><span class="p">)</span>

	<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">'Year'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">'Count of loans'</span><span class="p">);</span>
	</pre></div>

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	<p>This graph shows that the increase in # of loans is actuall coming from the debt consolidation category.</p>

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	<p><strong>When people tend to take debt consolidation loan?</strong></p>
	<p><strong># of open credit lines hist</strong></p>

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	<div class="prompt input_prompt">In [25]:</div>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sb</span><span class="o">.</span><span class="n">displot</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s2">"OpenCreditLines"</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s2">"isdebtcons"</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="s2">"kde"</span><span class="p">,</span><span class="n">legend</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="s1">'Debt Consolidation'</span><span class="p">,</span> <span class="n">loc</span><span class="o">=</span><span class="s1">'upper right'</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="p">[</span><span class="s1">'True'</span><span class="p">,</span> <span class="s1">'False'</span><span class="p">])</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">'distribution of debt consolidation loans over Open credit lines'</span><span class="p">)</span>

	<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="n">g</span><span class="p">)</span>
	<span class="p">;</span>
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	<pre>''</pre>
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	<p>Non debt consolidation seems bi-modal, which make sense, people don't take loans because either they don't have open credit items or they don't like the idea.</p>

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	<p><strong>% of debt consolidation VS open credit lines</strong></p>

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	<div class="prompt input_prompt">In [24]:</div>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span><span class="mi">40</span><span class="p">)</span> <span class="p">);</span>
	<span class="n">ax</span> <span class="o">=</span> <span class="n">time_bar</span><span class="p">(</span><span class="n">df</span><span class="p">,</span><span class="s1">'OpenCreditLines'</span><span class="p">,</span><span class="s1">'isdebtcons'</span><span class="p">,</span><span class="n">ispercent</span> <span class="o">=</span> <span class="kc">True</span><span class="p">);</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="s1">'Debt Consolidation'</span><span class="p">,</span> <span class="n">loc</span><span class="o">=</span><span class="s1">'upper right'</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="p">[</span><span class="s1">'True'</span><span class="p">,</span> <span class="s1">'False'</span><span class="p">])</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">'Open Credit Lines'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">'</span><span class="si">% o</span><span class="s1">f debt consolidation loans over Open credit lines'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">'</span><span class="si">% o</span><span class="s1">f loans'</span><span class="p">)</span>

	<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">((</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="mi">30</span><span class="p">));</span>
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	<pre><Figure size 360x2880 with 0 Axes></pre>
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	<p>Starting from 7 open items we see an increase in the % of dept consolidation.</p>

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AhmedOmarEissa / ProsperLoanAnalysis

ProsperLoanAnalysis/Slides.slides.html

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